{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 量子神经网络的表达能力\n",
    "\n",
    "<em>Copyright (c) 2021 Institute for Quantum Computing, Baidu Inc. All Rights Reserved.</em>"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 概览"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "在量子机器学习中，量子神经网络的**表达能力**是决定量子机器学习任务能否成功的关键因素。一般来说，量子神经网络拟设的表达能力越强，量子机器学习能够搜索到全局最优解的可能性就越大。本教程首先介绍量子神经网络表达能力的基本概念，随后将在量桨中展示如何通过布洛赫球感受不同拟设表达能力的差别。最后介绍一种定量分析量子神经网络表达能力的方法，并评估量桨提供的量子神经网络模板在不同深度下的表达能力。"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 基本概念"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "我们先来回顾一下量子机器学习算法的基本流程。在量子机器学习中，我们往往设计一个损失函数 $\\mathcal{L}$，并通过优化一个酉变换 $U$ 使得损失函数最小化：\n",
    "\n",
    "$$\n",
    "\\min_U\\mathcal{L}(U)=\\min_U \\text{tr}[HU\\rho_{in}U^\\dagger],\\tag{1}\n",
    "$$\n",
    "\n",
    "算法背后的数学原理保证当我们遍历完所有可能的酉变换后，损失函数能取到的最小值就对应于我们问题的解。而在实际操作中，我们采用量子神经网络将酉变换参数化：\n",
    "\n",
    "$$\n",
    "U=U(\\vec{\\theta})=U_D(\\vec{\\theta}_D)\\dots U_1(\\vec{\\theta}_1),\\tag{2}\n",
    "$$\n",
    "\n",
    "其中每个 $U_j(\\vec{\\theta}_j),j\\in[1,D]$ 代表一层量子神经网络，$\\vec{\\theta}_j$ 代表该层对应的参数。此时，通过调整量子神经网络中的参数 $\\vec{\\theta}$，我们就可以进行对酉变换 $U$ 的优化，进而最小化损失函数 $\\mathcal{L}$：\n",
    "\n",
    "$$\n",
    "\\min_{\\vec{\\theta}}\\mathcal{L}(\\vec{\\theta})=\\min_{\\vec{\\theta}} \\text{tr}[HU(\\vec{\\theta})\\rho_{in}U(\\vec{\\theta})^\\dagger].\\tag{3}\n",
    "$$\n",
    "\n",
    "然而，细心的读者此时可能已经发现了量子神经网络的一个不足：对于一个给定的神经网络拟设，**遍历所有的参数并不一定可以保证遍历所有的酉变换**。作为一个简单的例子，如果我们只允许使用一个 $R_Y$ 旋转门作为单比特量子神经网络 $U(\\theta)=R_Y(\\theta)$，显然（除去全局相位）$U(\\theta)$ 不能表示任何矩阵元含虚部的复酉矩阵。而当允许使用 $R_Y$ 和 $R_Z$ 旋转门时，如果我们搭建量子神经网络为 $U(\\vec{\\theta})=R_Z(\\theta_1)R_Y(\\theta_2)R_Z(\\theta_3)$，$U(\\vec{\\theta})$ （除去全局相位）将能够表示所有的单比特酉矩阵 [1]。\n",
    "\n",
    "如果我们将神经网络的表达能力定义为**在遍历电路参数 $\\vec{\\theta}$ 时电路能够表达的酉变换的多少**，那么，一个表达能力强的量子神经网络将更有可能包含那些使得损失函数 $\\mathcal{L}$ 取到全局最小值的酉变换；相反地，如果一个量子神经网络 $U_{weak}$ 的表达能力太弱以至于不包含任何能将损失函数最小化的酉变换，那么基于优化 $U_{weak}$ 的量子机器学习任务就很可能会失败。\n",
    "\n",
    "接下来我们基于量桨，通过观察单量子比特酉门遍历布洛赫球的能力直观地感受量子神经网络的表达能力。"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 直观感受表达能力：遍历布洛赫球"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "对于单量子比特的简单情况，我们可以直接观察量子神经网络如何将固定输入遍历布洛赫球表面。对于一个给定的神经网络拟设 $U(\\vec{\\theta})$，由于网络的输入往往是固定的（不妨设为 $|0\\rangle$），通过均匀地采样神经网络参数 $\\vec{\\theta}$，神经网络的输出态 $U(\\vec{\\theta})|0\\rangle$ 将散落在布洛赫球表面。显然，如果输出态在球面分布地越广越均匀，那么神经网络拟设 $U$ 的表达能力也就越强，包含损失函数全局最优的可能性也就越大。\n",
    "\n",
    "为在量桨实现这一功能，首先引入必要的包："
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "import numpy as np\n",
    "from numpy.random import random\n",
    "import paddle\n",
    "from paddle_quantum.circuit import UAnsatz\n",
    "from paddle_quantum.utils import plot_state_in_bloch_sphere"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "首先，我们只允许使用一个 $R_Y$ 旋转门作为单比特量子神经网络 $U(\\theta)=R_Y(\\theta)$。通过在 $[0,2\\pi]$ 均匀采样参数 $\\theta$ 并将 $U(\\theta)$ 作用在固定输入 $|0\\rangle$ 上，我们便得到量子神经网络 $U(\\theta)$ 的输出分布。通过量桨内置的 plot_bloch_sphere_from_input 函数，我们可以直接观察 $U(\\theta)|0\\rangle$ 在布洛赫球面上的分布："
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "num_qubit = 1      # 设定量子比特数\n",
    "num_sample = 2000  # 设定采样次数\n",
    "outputs_y = list()   # 储存采样电路输出\n",
    "\n",
    "for _ in range(num_sample):\n",
    "    # 初始化量子神经网络\n",
    "    cir = UAnsatz(num_qubit)\n",
    "    # 在 0 到 2 pi 间均匀采样参数 theta\n",
    "    theta = paddle.to_tensor(2 * np.pi * random(size=1), dtype='float64')\n",
    "    # 作用 Ry 旋转门\n",
    "    cir.ry(theta, 0)\n",
    "    # 输出态的密度矩阵\n",
    "    rho = cir.run_density_matrix()\n",
    "    outputs_y.append(rho.numpy())\n",
    "    \n",
    "# 量桨内置的 plot_bloch_sphere_from_input 函数\n",
    "# plot_state_in_bloch_sphere(outputs_y, save_gif=True, filename='figures/bloch_y.gif')"
   ],
   "outputs": [],
   "metadata": {
    "scrolled": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "![bloch_y.gif](./figures/expressibility-fig-bloch_y.gif)"
   ],
   "metadata": {},
   "attachments": {
    "bloch_y.gif": {
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Y5p8i+KJpeZuT6VlnyEHAOU8KkAIkoFXZWJlM6qSVqXw2yZg0OnMYcAIdcKVBxaJryJRbiqByuZ8T2kBN2II8FQJaxlMX0Jx8taY9Sm1YJaRDSYWweUN0FwIo8FNWiYQtuZNKCqNY/+UBBKSeUApUJmACPQVke/prl8qDPjSguBhAM/eGJhACSJqpOUeqowifqeg/gPpPkKkC5WmqmAqrM9in+DNzw/mP9SmCi5qXsopr7zlINedjtUqTvmpFu3iXCtqr/Kms7odVpAk+A1asjPSlPLWRGOqgQqanzEpMfik/SblNkHmXOHSiKcqs2rqrzVmDQPWs1GNv0WiHW2Sj26qtsEp6tGo+3TZ1U0SkeCl2aoiufJmIbzij7ZqvRphFCECv16iwWtl5BXev18Ol9tR7Z5SwTpeY3Lmt7veGFFqww6ZVDWpFD0AxssqwGvudQqU9BotVHzBIuVmyJ6uLQsWuvzNtFP/LSMcJZuwZszPHShCLPDY7mpkEW9+6lwxLi2nKXF8aPdMWjSHrpAfwqnsKoSuoq/Qnl0L1c0A7pcQUjV9HSrl6qSY7bQArZFhVm6gTp9YUjaJIT2ETnKw0toUIiXsHf/5YPGFpT1Spo8FUrjCqbTw7fE+It282nPqZS/K6o3Kre5iYpVOmmjT7OnlrTsO5kdaUuB+6uB+6agCKQ2dbs0KmmvlJUAqggWWbhIErs0GFtpzzZrOJpvNksZmrjacLX/IkVBV5O8c0W1l1p2U1srObuiIodZaHO3/KkTl0huJKVgxAsvupuUdZu88lVOd1Om8GmayIQxCgm+7JjNILq7j/W72jM2W7KGTWuZ1mJLwiqJri+zlTRpXaWVbk2b3qG5thJFRJJrn+OZyW2oZIFLbQCb0au2pSl56sI2Sz2b8Xlqx0S1YCXL9ESL3tSzlTdrDdxsC++cAturJwOMGTI7Eoi4wJ6LefqcE9i5fEO0mgM0lcO3AAEI07h7mrZI8mfJF6+L18uLoezDgXRpWQOltEeqMljLwQHKODqcKbc2GzGb8RBcQ1fJkdWsTNGlTpybp/c2FCu3eyq6UkGozfK2QvKVqYc2GSWMU/zFzAy8VSvIASvMODA18+bE9bBwAvW5hPvMYZGY9ILCRdA2WCQmzAxKlv6X45a7Rs+cWn2MZW/0wlrHcQWWcobNiROZRVM3i+eHnHeNyXirzI6xF889Eh48Rckvi17je/bInJNzyrq2tnFuLJAvFy2TRbTnm47gfAK4nKmXxEjZhMFeLKPtTIe8JcghyZiDplGByRuLxS/guQKSzGTALMBhFwf+xZlGyK16qpthfJGGvDjEtzm8zJ6OHLjMEigcK7E3q8PGlP5GqZZZXMJRqz39zK0AxtM3QgZ0xKORxUfKuHMkzDC4jI1wikETUh4iwckVHOTTpIWOW72hjEyJzLUwxUZuzGjJxxC/FkCG3E3+y4b1a6D12YAD2Vm/xUCFIXBeBszgZzdHwefxKpQqXA62mSOLTF6P/ozhCNQ/14SATtGJBxbkjRZETnJ5NrW1hlucKoTWlc0zfdfhv9zBatEI8s1Kuq0Kl4lHW8s7/anZnaRTOr0wcizm2X0QSlrkAV01xYyAu71LnWuZ7rj15tIOJMeFJdhVi1zx9pycFo02r9hAP91fNMEJvX0hoNVAxdVgBrytas1mYNX8NMm29NIL5ca3N9z3Z0hqFpy2uo12q90eDMHb78aZOdYc6awW+rh5odmq8ZzxQdzn8tEDXWJ4P9U0btodZ0zZmt2LZL1av52Prhymsm2ArllzrbwsqcRet827jdeSRIiKy8HwUN3AT1hk+rtjzYz5ZIqiFd3Dk0zLPd2dD/8dyhnWhV7Z0ezYUCld1FnNOeVCDR9yjLHKw6vJR2RNPXrd3JPU+cvdo+w6a6DVQwHZz0nc7+e0u4Xbv57d0lQ1aNarUKldTud9ogzM3eeeBzQ9lodIuwu59X3X4QftNS90ahdBkZuisKdc49itZa6J7obc5ANd36zRYI0AAMg5q6olBkPcgR2kVEy+H3TYf6XEaEEQAP4AATAwEBwysWfkZ1ycTvHJFRy+M9PnYk2IuvFxcFkJsTwwBE0ytTeLvjTaqYPXYdDtFFaNfOvBYKAAEq4gD2qUdNfkai26vHfIIzFeVEDVS0fOZZETEzfiTGcrE3JKPKattibueBqlB2/2uX6XQVQi7jB2DkzvJP8F3WymrdCRjhhk5QB/7iMlEAQ57lW95G/2TilV6kezfmEL3pCK4RCtC8A8Dmq47k9vSEGZ7j+4rLer3iiz12baxXOpHmfR7rv2JPdcmzAY5/mc7RiKrqwt4QARDjRX7kYDTUZ7TgCV20wejg9obquczsnf7pURvq096mR1Tsqdu8GZjsO+ftNeLqsF4uhmdTgo7Ol7q9O8ftmczswp7mKtIAYSNF5tTYjq2+DYCcyK7u9qbvoAbtjy7tAG9Oo02OLYnY04bveKzwwgfuDODw7DJPk47jEBzmxozw2G5N+v58V77mDyDu8ILfQtWyazzn2f9K8sRKTCS4TgjB7wPg781eQ9v0owSayzKvljTfbROJ82Eh4wMAM0RkTm9404Q+80U/bDd/Rp5O5FHL8R5D7fnUj7UOwZaufVM/bB++r64e7vt96Ej0pWod9g9Z4Lpnk0fE56++8j2/Lj8fvmpd3lKv2Cte9Y0e7K6U9lv39Lh97G8/9lMGbiMQAljvL4mVM0mORKpp5ssMndqOfIr/ZjxVAnTaAR0QAiQc+TGzTWfLhbo+RRv+5ty0+RcWMaCPAiEwAj0FWXu8MrKp983Yqyie+K7P32UI7Tv/ACwQ3w34M9bE16bKlbWE177/+9p09QwD+WVH2GAl+TXf1sYf5RT/78C0m9Wm2Ooq0vBI9HGFrU8yo00vyeRqLfIZRfOkp/PkKcSoWl2llP5cr8tBdf6GPvTmZPEAEUDgQIIFDR5EmFDhQoYNHQ5E0GDAgAYPHgoUkFGjgAgXBQIAGVLkSJIlTZ5EmVLlSpYtXb6EGVPmTJo1bd70uNDCxo05ff4EGlToUIMDFBBtOADpUqZNnSIFgLDAAwcTGyAAyjOjiJw3vX4FG1bsWLJlzYplqjVjx6dt3b4NWsDAUbgBlNbF6zPqwL152xZgcGDAAQh0gy5Qy/biWcaNHT+GHFmyS6YT1AqY4FfzZr0E+xqUW6DuXc6lTddVAEGwAwail1rWmqDr/2TatW3fxp0b5NIEl0//Bp5TgQHXbkkHR568YUSrD4ozBZAhscHPAXbz1Z1d+3bu3U8uvUzBaXXl5YUff4q+s3n2RKdWpYgVr9oMer3fx59fP1m+Qin4Xqw9AZ1CQD2mDPxoQODIcwuwqggzLK+dtFrAvv0uxDBDDUkCT60KfmJQQREfeuAA40YMEMWFUhPsgNZO602r+gLcsEYbb9QuoRATkgDA9nZU0S0GHGgLQRWBDFIg5gZwwDnkLqtwNhynpLJKszwL6jLFkuTyKQgaSK9LMRN6QKL42PORoc+sZLNNN2dC6rLMxqQTqM8agMApI+tsCEmoQBtysMIUTHOxN/8PRTTRkJD6T63k/ORTIUgRYq2pPSPVDEgFAhuMgQgJdRRERUcldUqkYuRpS0xXvegAi5a6lNXSEIBgoiafU7FQSQsqtVdfMSQKNq1kJfaiAeQjKtZi4SrTKmTFlC42O3+lttrtEsxKLQmW5ba/oj4FStlukXpP0Gfr7FErDaa1tl13J8PSJ13HpVcucH3ac9Ijmdq0RU+LvWxbUd8luOCyQCSo0WHpbUtfzUIbSlyGHaJ1NSe7vcwCdg3muOOaiNJALdkEdHhih4bDNSeJTT5oyYpYnnehvjymueaXiILS5JIVRLJAoVZmudwBIDjX5Mt29sxmpZfmUCjEtLqAZan/A/A53KkV6rfTe1HcC2mCYn6IabGZHgrVjebczOurhSrR6rUHYpHJF98u6GmeRk7RurH3rtlpkflU2+QhfwI67bZcfpVu6gKoQNuD9OU7co6FikCtdRWf+Et8TRb6KswZCk8oyUd/V6jQP2fYgTw9KjxJwFocFPWGcg6KdNur3ZVXgjAAW3ZZXWS92LhZS7m0wEvr3aHbl+/Vo88uE8D3rrp01dhVl7xVenlDrZ157xHFNicttWf42IdaT67zosl/SGGehvo+fjdN557h42U1yiH0T3NQ0K3Zv4jZNCKw7snPgKYCirDeB8BxQYwh+9NM3FxUPAZuTytoe1yfDrhB/xsF5QKOq+CfzONAhUAQLti7WAjjVL8CctCF+8kSC1VILAXEyoROadaZZuiU5IXthT/Mj3XC1xD3aQRvY7rOvspTtYTccCj9g9AO3ZKuu0EFiFfsDlA+qC4pdqttTTSNBP/VxbcIMCMEFB0W1ZidbFEIOfcjo0ECA0a/0MpWKYzjWy6DASuu0Y+38YkCe5LHZUGASAdx4hAJkkPPETKDPJThwP44Scn8ZIsLU6IjGdIAMAlxIIksCBSJpsnNCFIjS6FkKiNjwVSRsliVKggos+ai/7nyLY3TiqpaqEpe8oeVg/QkXuBoy4RUjyAmrBiT8MiZYSrOjAKYUbyk1Etqhv/lJz0kZpfM90mfIM5+MIvkxqo5TpsEEoTZxB+yxCW0UaIzObyTFlGiQk56lnNxCnnmeNwJnPzZBWucouU+zYNLnqARfvVEaEy8NTsWNpOUDo0LcfxZkOHNTaBoog90ErrRluTElBm5qKxCcxdvhrRhogsANg3FUZaiJCfPPGKSkmhSJXFgAxNpZ+1omrugUHGBYZNZS4VaEvGdc6fCZMrrBuOADRw1V0aV51CluiiPqNSpyalocQxgoquCyo12os5Up1pUTHa1PYgr3gDmaFb2fDR6IhTrWC9it43ENC8QJaT6HhgAzbEVr20sax/j2lKPVO6CbAWOKGtZFIHgCbH/yhlfUwY71KqG81HZFCMF9yoQWD72Nx+w6kony9HKBvavhLwfCjV7PoIY07NP8RNBf6rR0ZL2In977VMYub7pCQQ928ztZgLmPISsqba2dYhPBxhc9wQqikX6FnPXQ9bZ9vZxx91oAKEq3ZOpRmt4UY+9uFuXCQVWnnrDLkKDuZA9jnc5tVLmasMEGomG9LS/1MiHlCfa9JLztpZ1725/gyCUubcttBtPf+v5X/NyV5S85YyRamhgp4QMwGlUsH8dAs8Gv3aWYyzPnphIYZzhFrYZ1nBDlLsWaaLuvgaxY3wVdKkvklhmC6HrRvjYMBSP8yEZ8ywjEzeiWA0uOC9+/5tsgXniHlPzxxm9KjshPOOG9NXG1zQxWKXZ5Go+ucPu/PBiiewQx5IRyUNBsGS53GWHhJaMySQeqyTW2Ss/xK1vWbOT23zhOJa0WJf6jGuLW+evqUU8bsmznlsskI9GzS9n1lGDqILTKa8KaMAltEJWDFJ9fiTRvGyIklmcR6U+97wiKlw/0QnpBJ0O0Z9WpSILcsmNoDFwrP5NVt9WOPFKD9dqYkiONRKlQe8S1n9kqFZ2XEG0fq51JDQc3Wb6k2e+lbg+PPYkk11dLt1Xr9JDX4EzbZDIolRH2dY26Pj8yGIploH7G7F7d2ThL6MS3ZRUt1Z+3R5dqxCC8c409P9gm7R7+3G9B3Fzpt6i2kj92oQ1znS0tGLQBBfc4Pnm9rgE7MgbGvngBq62MC2+xmAnnEvull3gYuUnK9f5MnZdtDhHDsRiS7zWyxKjmOOYSNURWtScrsvMSa4Qm2sEg/tuSoyzF1JQAu/KAj/1uYV+RZ2oZdlj2vg9F4Q/pgiaXkgXCod5Qmw8Tx2LC6G1RjyA56c8GLGg9G2lPZv2U4pwcWY/Oz7VgkHjnQygIIaOFOHuW52bVdhnvCveaa6QNL+RIEpf5msHHwBoM9ew9Xao4qmeEJPXRcgqBPvkKV9f6bo66Jr/4aA7P92DSNm6ThV9ACa834tGhd7v21HmUZ//eoSsnihhHrdv3QJwxB5eABQ/6e5fyPj6QRrOFq1zdWIvkAdMX4qbtnbilb9B5tf72gjxc/ARySyu7nNSw3309jko65SuO+YJcb34N/sWQ3IL7IW9zAcypf719979D5ml2HExTOkL6xsIToKL+xMR47uc9OO/A+K8/8Ma74ozA4MoAxwIOnOqkEubB4RA//M+hWg2c5MVBRwNv/C6nSo3B/TA+InAECSIb5M/WNGMFGQPEwSqhag2stO+FvyeF8y4UHIuAZS3zcDAWJI7WzK+7OtBH/xBhAunfpvBtzjCWCo8TYIeHhQ5J3RBKCwrhou0KaTBG0sq0gM2VoG0otMI/0frQC58QnLTihHIOjHUjCoMJTN0pyy8K4JzQ+YBwREIgQ4QxEHBwRwMLjukKERku/JwK5hDpeLqwy4kCAUIREEMgREAOjo8DUV8PE6cGKhrw0j0HiWBLwe4RBh0pUKcL9OAOFu6vFYyHlFcHpdBFt+zwDoEjrUiJlBkJlmMnACYtICCQ1TUxBMBjvr7nPspouUyDV8UG6UiHpHwwrE7Qy1LxRBDjjLTpCU8DWe0mbh5me8oCATDKxO8L1Xkp+TQwDiCHv2KRW8sGFpkCYPYNC0sRkMkHOWwwR1axrpjO/KAR3cBxgcpDJigR7XQmHssDU9soiRkH17sxYDsFShqDf+aMIifc0eFDDpuCrEr9J2fy8RF5BWJVJThsYivKIiPQj6NhAuGhL+5ICM91CmZI0kqibGr8KWBODxHZEljLI/KqyDo4cktrEkcAUaJgBDG6A/j60lcZA9xKzbAGYp+DMmILEoNKZcJWqVCI8amjBgBmb0Qgp5D68arvJCsaRL0qiSu/KkQQUf3ckmGID7pecUg3D+z9I7UcBa1rI1xlECvDIq4ZIhWlJ4ltMe7xEvdoBqkLMhrYcuNOEzAXCi3kayl8Djtub2N0CWrTEzayMqKxI/H1AiylMzKnCgFabkB5ECFG8nOrIkCcIAGaAloPMkLEc2MyMjS1BN2Sw5tJJn/zciAZ+I7w3HNmlCAA3CAAlAJcMSKDrKOTWtA3ZzMwFSRdaSbutSIzeTM4myJ4ySS71iSxkSgAGBK6VzFEdnHqcnMNXwU7nSJAgETogpGT3mTgbBF80QIwWQdh+wW4xvOsnRPlYBPvqRN5QQf+/xL/EwKLlG1tYHIZuTLAC2J6oMAkWDOCD3Q9tMK/SvBndJP3VGIXrsakGTCRwsrCS0JBlArkAhPBGgXjPAQKXrLdDw5PJyYJeSKN0JRklBRCJhPBSgYGE1QBS0hMYHKPfwN6ClRrYMfqdtRkGgADjAAuTHQyWGc++xJSFk5fvvQ6XSK8voqHX1Sm5rSiTDTM0XT/4nA0AzFUiIVvjGZy2IRO574z04LqiflGyFdoBmtsy79CcJcFiVF0jvF07ERCLoTgMh0U+sx0aa4zGXBTn9sz0I11ABYTwGIzsADTD/trdSUFTClRuXgsgZwABQLAFDNiKHsKj6lIz7puWJZwtxcEC47AAIAUgUjT99gVRvz08BxOlkRVJ5KQOzosQcgANlEsTYlUk4VivQUEyVV1HdsMgLgAFOVk0X9mXS6rKC41IxIyPIYLQLYgJQYAAKo0vSy1CzDVpUhlgbtxqBQQyMyTWObKnFNCQYggArNMA21S2F1U1BCOvIASi4JVvOoLXt1KQIwAGsNlV1FNEJiVvew0f8gUdKrE9VwHdeUMAACWNPJ4lcd89KoXNSI/T2SbYhIzQg2BNeDzViUgAACYAAUE851zcdlidMBmdN+7bu4OoCe9VkCIACf7VlkFYkCIIABQLHD006aXQiTJYrqS5IlXNKBC0NirVegxdqsxdqWFQlq7bFLjVamZSwvKr8RgVaSOS6ERQljJVoFQ1UBUFWqNdggCT16QUYRUVJZnVSWVYlavdUMuzOxZS16QUCvUteVTVuuNYkNUFwFUymHvSqnZYpXbY+3lVTExS61NQkEIIBSbTIg4833C1mFlNyuGzLlkNqwBdDETQkHIAAXbbLVFL99K90DOd0ngZ5o+pH00tz/kuAAAlgz0HIUyJWu2j0Q/pwP6FlaMf00BQjaPLuMCrg/4gW3qXHX01DSqXW8bGsAAniAPEPZqJPRIInYFxvY2QCKaqvKk7IQWPvdRCtPwW3aqznfvMC+9TVYSt2g6HVLOpm2hjONG6LegwhLzqBK/MVc/ZWf8BVZ9ssbp7of431EJRk8SDlgzBgRBea+y5iR4/GTASYfZQHhPlmkssULqf3WG/Q0DT6gl/umDs0LCW4LXbS7aYSabVUkFt4g7Mtgz5LhtrhbuFBSlUVbHd7f7ZJfjnS80vBNf70IlIXbBpbiVzNiA5JduoVh9vhht7DOpbBcBKa9BKziDfJPMvRK/yTp1d9w1qCA4kQ9kjFuYWVtyi2mQuR1iG7NCNUNXTGG4wMCyasa4TeVHUwbCrfK4zfu4zjmomizr69kGSQRUaEgUWii20Q+oCvuokBm1y7xton1CDzW3hu05A1GYiSyU6mhY9Tw5OSq2B+BxFE2IAZOYiWWngL+ZCUlTQhVHlg+IONbSSZ9V5pKZby42YRAVI2wWBC9WF6+5ELRZIEaZrwAVL2DnjotYmY2IOMj4nl1YkZ2tgq6TCBRXwHQW57B5g3CZOa6v2jOC089iAtO4b5znnPuZReeZXbOiyY2CEM+PhWWFHo+4iGFYCOcoS4OgPvFVE4G6A0SgRV8YWv8s/8dssE2Xt4BWWgOkknBxedh/aRzyd6KvuaLlp8vFl3UIt8u6ifhhZ5fPmUME2lF1opcXteNfpi5yNmN2OZKfmkIfFBsTaS/YtUC4ABMzF0k2mkO6tZyXlYysoASWAGilhH/PWqM5mA6jGCpOZ5GOYEVIIGoPjLimmoXIlGxFWHUobUT6ICu1gjdVeiwDmitiOd/3SG1CESN4NCvnia3zuae1uXRzSaahgtDDgEUCGWu0WsXqra4LcYQAWy34GcBMIFOkimrPWyevtYHpsPyfdiLAGWOCAB9rtpg7tjK/h7LBWmTHpDGdoo2FoBv/VUzZl7SfmueYOtVDWCs9rJ2LIj/NRZl2Xahj92IuMbinSOfm+YJ4SZk1is7334hQ6aAZ57bk5aeC84Imf4kj/wN5gYikl5q3zlmyAzRVd5sbNPuFzrg7v64Hu6Q7G2I+o3t8nahgpVO1QYKqR21hrDlBIZvF4Li075H+vaJzhYA6xZBkt1vNVJSa/Yr6NIZG26vnIBa/T5wFzJuMB7f1KYb6rbwhZjmZpxwLJpkTbXo0K4T6XsbhL5voHhU8SXvDwciJfVvYCYxO3xL1m5tpCjcWXVxLFLSTA2+NRk/BxZyLpmAcT7kpaBcpGrNHb8iqVXwIf8+fERpqflueXWK1w5FJr+iC35yMfxQiGIQIydnt+Bt//HV8knicmXO7ImZABvv8p+BMKQBkjOnpIbOwnmybQbvlg8Qc8VOlq0pRzqfpHGeAEiB7rWJPTz/DQ0fcL9wb3sT9EFv5T0OY5oiDwAfCBuP8aV4dGuM9FTKXnv83wlW8okxkLdEGhRP8QgywE9XpVAnXYDJXgG4gGTWjGK+tnly9VQCbtqWyvGmMoQxjy/eiNoujQ5/v9zbdV7K3jfPJrwC7Mc2OuWYo2Za9l56bB8nceaaPKSb9YzQ9mM8JMqTL0K99lTK9o2UtikOHlHNCWIH2fYos/xu8XNPJfv280wGL3C9CGlfdfaApQZgAB8abXv/I5W2Z+7S0m5OjioPbv8UMSYDyGuDB7VZ12O/fhs5p8wgYfQxB/ZkwQoEOCRDp3j/sngob1L1xnDW/ImOd+OtMxasOACHLPkFm3VnF8kQcqL7QRL7ris6MQq5uLGaT6hZz3czsxQUUfVhq5PQYADJrg5dJ3qEEvOLL2m85rqWDopJ5okczSSKIo7rpeyppyc7T/DcQuOPz4l4TXhMqSF6L3iy7yV4j2LYnpi3JNmlT1Wrb9SLoAoKFvgTlfuN8vmXv/ATFHbo0PuMMHYW13rqM4CBLxEzHPyh6vPJNnXl4HpYLCSjUFETqXyxsnEBuGu7l/ElTpIPXXzPxmwUKQDkbAADaM7Ql6rNFwCv53b/4HB5TOV7lMf6jyiQAahW2p8qhD973Gb4atSgWDoN2z+brz99hYCADVhY4p+q0S9s0c78Sld+g8D+vXd3iM6d3dBX65cqtodrHPbfzdEMh5+4KNfR9jX/yfr2jMD5farCIq9/9nzkJZ//yQIIDQIGEixYMEGAhAoXMlwIoCHEiBInUqxo8SJGjAMyNnxYcYLBkCIRcixp8mTGhwBWsmzp8iXMmDJn0qxp8ybOnDp38uzp8yfQoEKHEi1q9GjOCyJHlvSI8qlFp1CnTtxINeKCCEu3krzq9WtFpGLHki1r9izatGrXsm0LAORWgxXA0q37VKpJqw4T4s2IIUHcpRrs/0YljFGl28SKFzNu7PgxZMiAAxO8YPhrX6iZDeuduJnhQwmURVK4bJqv5siqV7Nu7fo1bLJwRwuQgFrh56u5T3um27n3xAWTaRMczDvibrqbY8N84KAA8+jSp1OvLtYCcQHGJfZNfhxz3d9hG05Qmn2gBdDf14c9W4CAAZYI4P9kQACC9fz69/PfP3z0BQuwVxhE3hW4nngYiXbeQF3dNiCEAUiV1nvxrTSfhT0FQF9/HXr4IYiKLWAebRFMcOB4Eaq4F0MJUmTBf9lFsCJhBnakVoUtFSDhTwYQwGOIQQo5JJE+UcDgXDQqmdKDCbkIEXYMoifgklWylSNOPkInE/8EBDBQJJhhijnmbNmVxp1JNoKlZpoRPekRjFIONGOVvO2WGJYAYDiTljO9N8CYgQo6aH8LMiggXmym2GZdijb0pAQkSmlbnVa6leeeMvU5EwcEEPopqKG6FoAHcqZX6WWOPsrXSgsYKmcCGayoKqPqIYcnh3rmCtOmMjVAwAOiCjsssWwlVOZ5CVCJ6nF3KmTVq3JWICuzyNnVHZC4ZphpTL3GpAABBxQ7LrnlFpVQBjFmJ8Gy1dKYQQpayUlQkh25y15jmO4KwQH99rtBuP72m+1KAJt7MMIJ27RQlHJGcOq91tI1wXAdzKsdtRHrluZj+mYIgI8EiDwyySJv2ZL/jwQrvDLL5i6ErJQRtDsgrRd194EE6gpgsZRnnlYzjZB5zCcBJ8e04cctK730sAxlcLFBEGt80gQR6FwQz7RdcOLUEE4Y2dCaFk2TffgxfTbaoEq4kLxQD2TbAjNLXG3DlIEwUAcl3B2XBNQC3fVnmXWnWtjdjj3TAIenvTjjYEZUgdsGJRCBzxSt1NRVHmiQs5QgeN7B3iJFkHGtd2nsFGKE58otr4rHRAAHjcs+u5BAMtR25KJTILflV2EQae4GZV2Q1Gublltyf3MkeGuFt270Sw8Q0ADt1Vvfn0RZBR+YBoAlYMEEC2QQfkkYUFCBBvJevT1BPGtgAeldz+rQ/2vOv+TtSwcQoMD1/fs/nb1eFi32zUtSBJRSB3gnv9LpJjZ5GsoGNvC/CVJwVBZZAOQOqMENGiQCGHCSZubmLhshjzkPDMp8HFDBFbLwMQQKQAY5KMMCSsACVHLKk4J2r9SZcFdBcQABENDCIRLRLcazFV4WYIEIXKB7M3yi6Czwwaq8sIoLtBlupnPCInKxi9F5CgWsBkUOXmB3AYTIm4DDpCveqjpb9CIc47ga3KAkA3Ubo5QuQCmU/OZyx1sevgqUnwA04EtyPCQiI0NHKzrNAugzz/o0qAENVKByV8mhV5Q3q0RyspO0WyOPMDIBDGBgAlVLwAUMaBAJCGQgF/+IgNVQKQEJUOADi4IKJqeiSRV5spe+XFwm2bhIiWDSj8GcX5ME+ctlMpNlTdqlMFukJGgexnLNvCY2FXZEzEWTO1ah5rXOOExAsiqb5jxnsVjUTTVaJJeGAedd0CnPeaZzl/DkTQ7v2SwU3Yie/vznoLijT1TpZaCpslXvAKrQhX5qnbXaiEHr9DWGUrSiQ0JJRE3jzmQidJuMPJ5FQypSELHKoR1F48ZqBBpjLm+kLn2phzyKKuVBlGZ28ghMc6rT/YzTpNL06Y2yuNOhElU6M8ViOxvltb0UtalOZQ4DQalRdi7wqVa96mtk2jukIsh0KdUlVsMqVtVsM6N22Wj/NdGkSxaNta1uhQxHT6rDZ3HUQI7S5FvzqlfHHPSsc63mXgMrWMbcillo/dnX6DfYxTLWiLdJ1Ec3lsZpNraylk1MXL/KkcOmNTWX/Sxo1fIdA012PaE9LWrbolW5qvMknG1UamMrW2PxUzkgpCpYZ6vb3WIWt3y0Zm09w0PeEre4qoWni1SFU+Myt7kuxGkWU7TR5Ti3utY1Kj8TdN3tchdMgOoueMM7pO+Kt7zm3Q95z6ve9cYmvex9L3wf49740re+a5mvffOrX6Tgd7/+/a9P+gvgAROYJgIuMIITDIADK7jB/2WwgyNsXwhLuMLvpbCFM2xeDGu4w93lsIdD/1xdEIu4xMUlsYlTPFsUq7jFp2Wxi2NsWRjLuMaDpbGNc5xXHOu4x2LlsY+D/FQgC7nIQyWykZP8UiQruckWZbKTo6xQKEu5yvOkspWznE0sa7nLy+Syl8PcSTCLucxyJLOZ08xFNKu5zSxks5vj/D84y7nO1aOznfPMODzruc9M47OfA70yQAu60OYitKETTSxEK7rRoGK0oyMdKEhLutJForSlMx0iTGu60/3htKdDbR1Qi7rU0SG1qVPtGlSrutWRYbWrY80YWMu61m2hta1zjRZc67rXYwmWr4Mt7GETu9jGPjayk63sZTO72c5+NrSjLe1pU7va1r42trOt7f9tc7vb3v42uMMt7nGTu9zmPje6063udbO73e5+N7zjLe9507ve9r43vvOt733zu9/+/jfAAy7wgRO84AY/OMITrvCFM7zhDn84xCMu8YlTvOIWvzjGM67xjXO84x7/OMhDLvKRk7zkJj85ylOucg8pwAFCXLmYH4iABgwAYD96yZ9gHvNdlezmL+mUzsP8QAdAAAEb8rlLfgXsoGf5jQAQmcoAAC5xMb3pPmQJ1GNisKpb2elZhwkQX871KHsd6S5J4dilXPaoF0yCaXfy2mWiP/69Xclxj4nS6273q6/k6zABut6TfHecE4DXgRfv4F3SJUMeXsiJR5nZG9/jB0I8wACWF5nlDaBCliBN8kV+oP56vquyed7xfDew60qfY6fPBHaqDzLrYyI96r1+8qevfZVjj3snE5Lx0A4IACH5BAA8AAAAIf8LTkVUU0NBUEUyLjADAQAAACwAADIAIAPYAof+/v7u7u7iRCVISEgAAADa2to9PT1YWFi4uLjjVDjs19PHx8dnZ2enp6d4eHiXl5fkZk6Hh4fpuK7mh3XnmIjlembopZjrw7rkXULrysTlclvt4N0nJydHFQoXFxforaLhPh7pkH2tMxvOPSB2IxLSOx7bQSOIKBY8EwtHKSOUSjpGOTfdjHvDn5lpUEsAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAI/wABCBxIsKDBgwgTKlzIsKHDhxAjSpxIsaLFixgzatzIEWEBAgYMOuBAwMMABAYJcOjIsqXLlzBjypxJs6bNmzhz6tzJs6fPgx9DDgxA0sMBAwQIPCg4gECBn1CjSp1KtarVq1izat26NSjBpgMGIkj6dOADAhG4ql3Ltq3bt3Djyp1b06vAjwQCEGRA4ADBACDpCh5MuLDhw4gTKwZgF0CEwATHEiiIVO/iy5gza97MubPixgcIOEjplODjpZ5Tq17NurXr1xIbI0VNMCnKgR/Dwt7Nu7fv38C1NiZJe6AHAg0KkgzOvLnz59CjMxyu1ODx5AQdIJfOvbv37+ATy/+uXtB2wbNpw6tfz769e52gRZMuO7Ap/ff48+vfz99g48dCiZVUSiv1Z+CBCCboXGN4WSYQX34R1IB8ClZo4YUYXtYYAGAJWBpBoS2Q4YgklmiicJAJRFRJBzRFHkEeeHDijDTWaKNMGwo0UkknGTQWAzcGKeSQRC6UY0N83Vbkkkw2WeKRDC3n5JRUVskflAot0JeVXHbpZXdYfinmmGRCF2aZaKap5moBOFDcmnDGKeecdNZp55145qnnnnz26eefgAYq6KCEFmrooYgmquiijDbq6KOQRirppJRWaumlmGaq6aacdurpp6CGKuqopJZq6qmopqrqqqy26uqrsMb/KuustNZq66245qrrrrz26uuvwAYr7LDEFmvsscgmq+yyzDbr7LPQRivttNRWa+212Gar7bbcduvtt+CGK+645JZr7rnopqvuuuy26+67pBoAJLz05jmAjPXmS+cCEeCr779rOrAAByICbHCZYRkw2sEMexmAXwPo1vDEVDaw1AAM3EfxxkQyoNdJb3Isso26hSXxyCjPWMC8YUWY8sslPnBbWA9gB/PNF7oc1sM491yhxCX7LLSB/NYnUAQFD630ewIbDcACCy8t9XonAz311eDx7DQAGWPttXQWfyWWkl+XHZzHYputtnM2C3Ty2nA393bcdPs2d914v3Z33nyr/7Z334Bv9nfghC82eOGIG3Z44ozTtXjjkL/1eOSUqzV55ZhjdXnmnE+1eeeg+/R56KTnNHrpqNN0euqsv7R667Bz9HrstF80e+24S3R77rw3tHvvwCP0e/DEb1388RUNjzzwyi/Pe/PO4w599LRPTz3s1l/Pevbao85996R/Dz7o4o/PefnmY45++pSvzz7k7r/PePzyI05//YTfjz/g+u/Pd//+wxsAA0i3ARIQbgY8oNoSqMCyMbCBXnsgBK8mwQlKrYIWVBoGMyi0DXKwZx784M1CKMKXkbCEKDshCkWmwhVurIUunBgMY8iwGdKQXAHIIQD0ksMe+tCHA/ihDv95KMQb9kyISEziD3cYRCU6cYdDNCLDkghFKDoxiU0k4hCpiMQqLlGKOPShFa+4RTL+MItmTOMVwZitMi7RjXBU4xnlKEY6jpGHbHRWD71YRzr2MY1o5KIfd3hHJRIyj8PaYyH9aEclNnGRZISkFg1pSETuipFUlGQcnxiAQL5RjZocpIMsGasuYrKLfDylJ80YykmaMpJ4JKWqXEnJU26SlUC0JSZbSUlZjkqQe9SlMLE4zGKOsZW+5BQsi1lJWwaRl39kpi2TSaloGlOaZvSkFZGJzWDakZqMeqU3m6lLSUIzl2scpzTP+UkdVhGchlJnN+U5T3TW856shGeg8An/ynTiUog7EyU/05lKVOozT7SM4kA1yU5HcvKUDcXmHQ+6JAakhyK1HOg/i7lKjSaUmYU8JEXz05ixBIghlZlIGiPqUVCOsaMPbeQ05WjOUY6UPSVNEUNOI5GY9nOXolxkKwOpInYqQAIfoMAEMACBCVQAAhBIgAASENWpJiABTNXABLYqAQX4dKY2vSl4NlSAsCYkNw6hZ0t/KtN2dvKJO8yAUp96Va0K4K54zate98rXvuYVAhr4QDmLKNbwnClKk1nIWlEpTG6qNZAKmEBVperXylr2spidKgQqcAGCitOshV1QikwKEe207S/bLOJib+nPL96SkAFQQAowkNna/9r2tpiFwAaACdfQmmm0OmWIllxWELWy9rNubamKnCgBC1C2A7iNrnSn21kFKDUDK1Wkb5uT05M25Dh/+WhjV/vKbe7wAhpgKgT2Ct3puve9l60AXysAS5Fu9zfdjUiSlmte3jKWvH6UwHov2174GvjAuZXAbiN5X9/kFyJj8cskIcnSa9I0iQqwwFYvCwIQ3LUDJfAwgkdM4r5CgMENhs2DAXCAFrvYxQXREkxBCmAfKmDAlRVxXjssgA7wGLcT0EBeqaoBwErgyBK4gAUykIELfKC5FqCAhiVLVRyX+LIJkIBbU/yaFSfly2D+y2MiINEaL1EBTzVwgf1aVQxQQP/L1hzmGI9KAcpS9sp3TQAFKsll1ayYITlESlnNnF05ToDEa8YrBOB8YeQW86gWEHJeK2ABA0MAu4Tts2f+jBAfBoXQ2JQvnqE7Aa9ulK2oZiQFRqyBL2qaM5wu7g/P4oB1jpemNy4xBS7Q2Rw+Ms7iBXUS64xgCJg6lq/GTKyHAlACLEDYmIwsiSGwZyTO2Lj8rDASL1CBO7vX2NpN9meA693wBlMlwYa2EAVs4AokmbczTm1rxajtwSJRAvBNQAjCLW7DHNatE/KYhfkp6nwLVrXE/O+8ayzUKypA0tNNgKn7fZgzXTE0CFD3FVcNX0qr8o31BvapNcpu6Sbg4BT/JwyWMhojjSfxAlaWLgawW+9fu5y8GagAbaOLAdCmvC1QoucxQR3S2Hqb5wvm6M1DXsyY2zYDP5fLkSzDSKYPUwIFj24FMJ1ROV775ot9+NEzC/Wou6VNxcEj2MmogLHbVgPHnufX1z5PSeYat2U3e1wQflxC41u6E+j1eCU5d7ovk+/Y9uHfb6sAvZ99i0NPLj41eWjpVvurQH1rug2/2gu43bKNd7xWIM95H15guhVIeqF1+XWrbz7b2OR4bSEgeqxIPtV9P2Xbowt3Mxe+9DWutG0TUHuraFzeZRQ+bi/v33r+/vbAr+fpbWuB4v9k9cKuPOMXqsbnR7/GGRh+/+itn5Pv91D21L+5982P+dyz/e3kv0niNb7zt6te5C1d/2JdP/9H25YC8TcT7Id+mWUB68R/vsZ+5rd48RWAL/F60OZ0l1VtCNhN+qeAZqYAtQWADtgRXZd9tzUBELVaF+h+0LdWERVy2ndZHagRiMdwQqR8mSWC7Pd8BYV9GDhMBOhXE9CCFgGBZjZ9G2h4hAdMVleBORgAEshX4+eDaWWCSGhG1pV+jUZ0bxWF9YSFGgVFGzCDTvgQC4dzn9dXzJeDJZiEMHh+mIUBXwho7YeDmNSFtZUAXIeGmidndviC87SDfHUBbXgQ+FdmalR/mGWAZoaAZwiEVnhzfLhXPf/4h0OhhcK0gpaVZUvHetHHdJI4TUuYV2wIiXQHABpYW4yWh3MUikQoTY2oV3nng2B1T52oVxBgiDkYSoloiqsFSaNoWSHwhYroUeGXWaWYi5t4h7iYi6F2WRrQgYrUfwO1AbE4ZMd4Rbdoh6FUjGUUjJVFe/FHdxB3WYI3jQknjqaIWeTnjC3FgLy4hfY2TGcYefeEjSeoUZTIV8W3doRYWT1HjmRUjfx4iD0kg33VhD8HdgLpVwnwj9mkkLiojX7lh1HHd+zEf2OoV8MIkIFob/7ocpq4iAFwWY+Yci63inpFi90kj8K0kQqJkm5Vj3rFgeJ2c5mVAPfHkE6kkjb/+Yq25JKTFpO3dnWZVYY5eZNDiYGLtIt9tYyalpEa9Y0ISWNJCEU42Y4Atlxgt0NIyVchmWLqtnvgyJAsNZVFSWiWxY0Npm48qVcJOZaOloAjx5ZZqEuWpZS+ZYL8tFcjkGgCEI5w2Y99uX9YaFnVF1p2WXcB0IgkcAJ5dXzq95fzyHmgR5i/2E2x2AEiIAAXyZRDKZaOSZXzWJE+50vqdlkjgAKdSUeceZojWGg7VFkJOVLClpV9dQENIHAeCXapWZQNtZsP5ZqwuZq65JR91UMM0ABoiI1iyZIfyJhtmUa+CU/oCFJQVJF3RV8+ZACDxpbslJuquVqdSHzUZGt+/ySElXWRC8CdeZhFytmd85R1sphMoOaQfqVEEUBmqVhj6PmG7HlKnUiXiDSZ0pSWeCWUZ/RsVZiT+Vl66ymePVRZg5lHmkmZlxV3SVQABrCf1oahUflDsplXEMlGhEada2lGtamh9mSi6sZS6qhXEFpj5NlXNKhGxYmixkijSSigYGRmK7pXmdmP2YmhCaqfl/h9Y2iWMQSgwyScanlK54mhUhmGNrp2ldWKK1Rj8aVLD1BrP5meUSpQ5FV0H9lX4Hmk5HVZB6dLB5BxEdp8Ndilk+dRq+ifIlRjSppXFHpKFqqhQfqYcHiSGBmcfgWTH2SYDleJ2IQABwCkfbqoX//qmJVFkBMUl8w1l/PkJvu5p256l2I6qOTVoXnValCaTT/amSpZYQval34FqQpEXgIqADE6T03anZiaqfjUiGMKQeQViwnQa1qYpbJKq8fIZpG6WnV6VyfmUWmqmrMKrFHoqQIgqAS0WhU5oh51oae5rEN5qu83kA2EpIxUkaBamKeEqIS2oE+Ki9rKfgeJVwckrrZkWQSqUZbqmNiqXDSaqgG0WmXpewbal/Wqk8D6Qzt6V/m6VpZlnTVWANWYrpj0jtnKj371ifjjrXQEr8JWorX4cWPJsBonn4tZP8blWNsaqOo2o35Kd/+aTwFLRzwpsexjsA7qctgJlym7svP/NJ/y01KCeXMLkKhG2bArmakDKwAvq7OVFa/sSJ/2WZQ1+7O46Fe9aD5G61cmqX79iqA2S6hW2ldS61GW1aPqlqdMm7VOm0Q8KafR46UVe7TAh7FY65nmx7HQ5lfg41HFipnfZ7IK6kxkS451Cq3LQ7FptK54VYfANwCjyo9NG7TRR7fXI7hkFItIS3exyo/nmpNya3h1WgHUo1Hu+ZI5WJ+CqG6Li4o2CUWOG7jRybKV9aoKeABXS47J2bd+B6POM1BD66rxqFFi+4+lu6FPy7XIo4e65LEeaork6rtO2p2fe1cbMLzAqUTOKgDH+qbyapyKS7v/uKnFI6lhOp/T/4i42au9jHpzPKmquAO5SmRZ5Fi5eWhFv0u+zJS6vcNPsfiPvoqubim/07iEwaO+Zvuox+lEyRq+90m+1/hDcuiIwINPL6pXfEmO1nqM8cu/8ydJ9Fs7+DS9k4uLyYuLNZu5fwpthPuhGnxP25i0ZjavpljBFixMJpY7+JTCYAlEsZuECSrCwNq8RJu+9ZSW1DqUCgvCL3ygdNdXVMo69/QBlfWX+WuHRFXEdqikt9o69TS9d8qmaFjAaFh4Opy1LOWptEO8jFSeRFdv2jazXZyJAct/ZBg7yylHY4iwAGx+H9ycGufCUmxLPAw7VUdGq1i9pxkBD1C++LnHfwx2Yv9sxd1kvHgFpDf8fXrcqFo8lDGsxN3UxMCHjUNshog8jTyJydiUj3kFtnjIfm47cPw0yZ/sR4uMOnV8mH4Vrhqqt+bHyq0cx7ZbOjcrplGqxrecy/YKi8JLOmvqRJpcw5jkvtGHyxp6qq8MOt2UlqYct/UkusEszOXYh8YsTUPrunzKtJGMstpsim5XxZiTyeCbqb17uENazmrkyKHJONg0hiubypznzAMcvHs1z4kjTY68lzZry4anzyi6nrucOaPcV3QcsOJbegattrqJT/6r0Kq4zjbLzKrsjq38xcVbzJUTx1c0tNU8wmD3xIm8yvC8zf3sz0OyMqfVJ1TJg+H/bLprxcVrF9E1zcalB6MurSCHVRsF8ic/6VcNTat31M64ubxd6ss/jSBBXR8f4ifMtIoWfMeNudJ2SLjudCJRLRDoQdTz21clHbAsnNVXqdXOyVddbSJfvUPBpSfuKkT2XMQPjdZqTcnvyoRtTSJvDQApJdM6mKpS3Ml4ndfW7HagqjJxrRA8xSeG/L17tY9SjNKki9hJyMN9PSJ/jVaQ/ZY/xMMCkKKHB3w4ndLMpNOYbXrDudkY8tcAICV7srpC9JDRa6PADG2qvdoNytaufSGwrR2fLUydKMxYDWq77b1u2tpP3R92UQAv9mIXBdaJJdfCNLTKDGpnjdy8jYE+/21fGWIXkgFmSeFdTTHce62V8DwA40xeyc3bm/rbFQLbKoHemETKd0XZGyuPY2TY3N3dnHdHzUvZbt3YCTEhUYMnw4TRW7qfd4TPhwzgKKhLHVq9BV5uChEis61LnyfI8EzQ+7e/Qirhi8Xcza0ffx0jG55cYBpbDL7SuQ1g7w3fvi3fCfLWP7LipzTLNrqJGk2C1iuOHl3iNX7iJGXgB7Ff1n1K2L3a2BzhaUijQx4Abqd6fo3kBiHbCi6XZN3d7O17x/jFUy5M61qKV47hBzFcOq5qL57XSr1YM76333dOOyrIZx5O6b1XWQzGugTh+Ufi5ifP9PbaWC4otsTEfP8VxHLOjyDuUXH+yRTW2y1t4weCdovC5UUe2dp712v16Jht4kY+NLZEuODc3T++uzWa12OOzJke6j7Dp1bU5lGumk/+54D+fcz9Tp0RAAgQAcV5SYzEw2WN2LCLxyl569+H366mbA3gAC1yABGQcbqCpE6N7Dn05ipt7aXndgZlGAvwAAwQMQzwAEnTK6eE33ir7Tl03Pi0Sqseqsg44VrrQ11+TILB6xHw7NHu6qWESbJ+69vd7uoOmXwllHHx7eGOMeS+LJj0wHeFtBP57l2cuM438IYngRe5Fvj+7A7QABqjLKf0eRbvQ6dugf8o8WiI6BDc7VRRAM0u7uTO77//gkmN2MG3btml3X23jvIBsKNnOujX1+sJ3/EfTy3+nugjL0SnLXfQZpVJv6NHLfMZ4fLOPgDQLu3d0vADmfRCNMH35OlNz5YuqehSPxEID/PlDi5H3+pcz+7ShJ7vzvMaN/aZ9BIF0Ov6jvXnwkieum8ehZJyf0oB//YAy/XFVOd1vxFnr/Bpvy52yZPyfsrK2t7Hbvga16EEmhEbb/VEry8j59OS75gL6t/YBPaIzVfVN04TQfVoX/Zqb+x1avlKhPNKJ/vQ1qGl7tKbPwCdzzF+BPp/GfgXp6alr4DCz4/G6+FAjxvNnveu7/iGBuor+8UxztG2L2zGG/XutPhu/9L4L/P7SH/9SeT2fCv+hIb5P8T6Vr/vUuNHC1ySzEm7tW79YR/5UGmTxssCCADu4s7+XuNHAEFBwECCAwMcRJhQ4UKGDR0+hBhR4kSKFS1eRDhgAUaHAzh+BBlS5EiSJUNKGDhCBIkOHVI4aLAxIQCaNW3exJlT506ePX3+BBpU6FCiRY0eRZpU6dKgFwsWnGBS6lSqVUUW8Fgyq1WEAEJ65RpW7EOwJRc8cNGywwkRIwRU6KqQ6Vy6de3exZtX7169B8tChPCU4FjChQ2DbMBA62HGjR1bLYAgwoEBAxg8aGFCsAWyfD1/Bh1a9GjSRy0KHhj18WrWhBk04Pg3wP/W1rVttz7roPKBCA0KJFSAOkPn0sWNH0eeXHnO06gVzHQo+/Z06gcN/BZJu/p27iIlU7b8QGZDlIKfR1+eXv169u2bVrSAWsBq6d0j1q+9QDvH/Qvx2wewtgIa0G2AA2DCTiKBBLuAOPcehDBCCUGzqALU4AowQ/siiCA7DT/sDoEHGKiMgQgQ+GjBp85raEIXX4QxxqEqCg41EG+kTqOQ+sOxR7EGdAA8mMYLKT7BIJIxSSWXdLEiDVCjwEcpHyvAgB2nlIqmrxzz6iwSDTyxqgRslGsmJs9EM03jKpIPSzcPSwwkHt+k86HIJqvMAfFiY5PMuORSM1BBB60rgP//EpoAtQTqZJSr1z6as1E6c9uttwQLa/Mv2QjltFNPgaJIPgwlDfBQPiUa4NKKIp3IVFIN+67EPQ2TDgM/0fs0V109nWgD+Vh8NViQ9ONP2B6B3A1B6i68b1dnn0XT0D8ZCuxWY6+16AEHMGIVW8ZkE/HLy1C0DzUMmoU2XXWbnEi++bxtEd6FDiB3VXltA1LImD68QFF01wU4YPVCRU2Cew+200qLukV4Ki8rrRdHFQta9F+BL8Z4tIn6tbZhjwNA4ICFP4Ys1gH0JHJKCwUb1cGMX4Y5r4mqfaplkj3W096bR6IUTARUpXNMwQy2OGajj06q3Y7J8thVLFOliOGd/xky+bKUe3RVvuGKRrprr3+SqLwjpyYZq6jJjmgBApP17eA2mTb0a7nn3kkioZ+CoFUk0fZR24mkbjhcWSNu+G2u6Ubca7jla9AvvhGmF1W0882zbbQNRzJxzb+WiOOxd3ZaotC7uy6iOUef8mGfH09I7Kda3Tz2oyWi+XXWPw7Z9HsHxPPkWW9XyMjPXZa9+Islki9v4HF+ACLApeyZt5+Xf+hJwaIU3XjtBUZ+aerh1bGjN8Ht3ervJ7q7IGD962p799WFjiHMy/wIdR/tx9Fs8d1Uu8ADLT8fQ/CTKdi9z4C6ikiiNhPAhsWpIc+bjmTE9QDCiQR/2Jpf5g64wf9ORSSDdLpgbULoKNgwBIJUIpC+gMZAjnjOdgXkYAwD5UHvsY+FjSrdQk5YGNVJD1sjFEvtCFIxGMrQiEyCiAKHd0N5EUuHt+GdkH7HRKqIqiJHxCISHyKfc1HxYBx64t7EeJEenmiFJgFidDDonCtm0Y0xgoh8OOPFg4UvI4ep2hTpSJgPEu+Nf3RPHGsYvz3SqUoK2WFF+se2M4oljSSr0RI1CEhKBnKLgyTJI6eiyQYq5o5SkeDgxsJJ4K3sKUQsYiVVqRzHLWRiBLFZIb31qIMkMiGUOxkAA0hKq1ixjasEZnIEeJD0DWaUsswRdnZYxgrekJdV+RVFvBJMah7/Z5gB6KNFnmnBTfLNiQyLYp70iEwAZRNX1URnaC45vG2Skztg5BEzG0kf+7SzMa805i/TuU++TOsgH2CWO0XHKHptJY9XE2h1DiXEgXRRb/yE6F4cYivBqCah8EIABzjASG+10561kc8HbHjOiJZ0Lg4J6UWNFUrLMMADKiXVB01lUpqetCEyhamPKPe/S3Ggedf6KLYyYE6S1tSoREEpJnMKIGY+pDLzvFFQPWbKgihPm0fFKlIZMlSlchN4Up1IOH2H0Ac6calYKuZAiCbNuGXVrWBjiBKr6s+z5mdEEIOq+Pz2VbCWq6sCfGtgedKQtAoAe3WtzUFJkpXIIRZH/64bYmwEO1mc3JSNjmXMIg2krKlsRWGY/RBFn2LRq1LWtAP8K2hDwtJxjcWgIlNthqKJkdOe1rKSjG1IdspZw9AmZ8fM7UVcWJBrqrG2pr2t7fpKTtWZqJmH0Y4dg7ssf90HsMcVbJkgOxCr0hN4YkVZjhSiv+lS93p0nSR230qtgJaXIfK0z34I5N7bRPKFtFVvYBlS2MNWZblYuhN4zPeh/jS2rv/FiGjve5H86nchs/0PguGlWd7o8kY8yiHaJNwad4Gkwet9cFc3/CrWUrBOPModfVnDOA9/OKvySy0Vd2vhEzsEjCp2jFyJ22IXHxXGuN1jc8OErUhJF8eYQv+NBurjtB6/WCH23bGHx0gq8O6rjnayZXBJOdsrtq/JRl3Idg1yQ/iSjFUOZOKIS6LjfEr2yzWVFkLEjEp5jS7AsiLrx7pFyyNzBSy+pF/23gznroi5v2SjsKU0HEaIZDgsauYblAmyPr35ZdCEljNqGneqN5U4z4+BtOTSluU+T0TBUXbzpU2qEDYLgNJd1mkKN0tjuJFNajcudbxAwkULqnrVCSnsq0l8V8sMmZyAO8Cnc/2R4U66176OqELks4FgVVnZewTcIZctlVO3uX7QLqnjiHqYR5a5rs9DM0xDfRBAW7dF4IaotGO8nTuH59owhSCftx2SZo/5K/COtrT/xl2d6Cmabxs+IdR2eaNWO/TbAOenvIFMHU8v+4RmDfS+ISLpgWxNjYeD+CrjjM15EwZZs84rfXe4V41jpLDd5XHI0ZmQgY9FcMV+7s3W7VSOGJicO+fyv2U+c4TUfCq4HFLLdYcRbZM7p9abuP2Gnk6al/wj5vZqeW2ZYqUrLbUznXo1qz5x9IZVsSDaOYiy/NuuJ1E+axV62IM59gWHpOC0bvtFSK3wvCe37rC2tNznXnSrJ+TsfV8MSMiL+IRwVTAwj7ngRc7ueZ+cp4yvCqkDwHLWpV2QhX+35IHpl7f95+bOxbxrR+Jzxne4JKIfPMkliXQrl52Q8EKw5xFJ/xJHMzinpsLnQISdathTkvBHamrqCyMdzR+E6x3t5kihmc0LFn/yslcJSzpgb04rP/EjYXveof6UTY/E+iI/i/Y7QIK2vKueeW9+Ru7dZ15vycvnz2JzHyACzfzd+6yJv4NYPKUTnqeAO/PDvxgKJx/SEtnzv6iiCt3zM5MIwINIt5ZzvddLwPfRvwXQCcoju/9rjAo8CH3bt34TgANEwA3UHJDBE56CK6MTQdWbit7LNQAoLDpbQRb8mpMzH62SQTeRQFIhwYPAuA8Zwim7iOBLwU3iQaNxQRVaigBgKPf7oUYZwiI8CFxbNvnQwR18QoCxvDCxCyosGG2awcyzCv8jOzKOE4Dy08AwhBbVGZJ+qsI5Kq7cSsKlo4qmK7UM7D4zkUNPWUAyVKdWw0PM2sOR0EKEuEAVq0IBSMQ4HMRA6UBrAqjHS8PaaESEMEH68kL7849KRKJYgcH0KEBU20TH6MSMSDnHoir18S9SDI0CUAofFA8IccNVBMAJPMKlOhQ3tMIsoUXPaADLaCtQMRkEeREHVEVehK6x4MLpcpdJpMRivIsAiIABeICgGEMUURJn9DaBWsQ1JAzWiy1hnEVsvIsFOAB68Qk6jIlACcLOm5pWvKXPCi53Gb5Kuy52ZIpjdABbzImdMkRCCTpo9Ec5KYznUy0m/EJRBMgp1I3/bryJS9wVOZKSckQYfFSI8AMtfrSKiUyKkEk2LTFFZlSXKiQthSwMj0SkVxSoSIQ8NCLJoniAk0GAtbG3jOm3iHQsjhwZw/jFs3K8EHy2m/wJ/eAAA6gcgowZcfQ3l3xJxuC8unKXQ3PC43IABnARjXLKyjCQA2AAB+CQB2gABFiABfgNgKlHqrwSxkDH6IMkQIxA9ToAAvDAcAyAAlgABNjJB4gAB+jKBliXPhLKXINJhtDHpXIXj1vH42oAAnCAHtNI6esOsEqjxFwsx3BIUlm3wprKyDwuAuAAy6wurDmyxWQIkEwoMRO+R2uwASAAqMyvKgTKI0tM1jSh+aPL/2BxFxXcSvV6AAKIABfjuEXhzG3zikiRqgF0p1h8xrvMrwAgAANATaQ8sPfjQ8eYr4QSRuHUNQZzMQMggGRUr2CDS8LgzYaYy49JI3cZRtJUrwggAItssPEjiJZcTzVsDRukI+kcx4Fiq9N6x8q8iQIggAFwsRBITVHsT0ZbDXckJ2HUSuqkLAIgAA/ICdNEzreMUJ1pjWncyNVwl9y0SRebTAT9MBAN0b+5DTa8oVScziwJvA/Ly71s0TN0JrRpTywjmwsSzViiz/zyAA7tsSp0uBelwOl4RBZyF6kCiyZDAALwyh6Tyvnkzj77UYj4xOUBCwXQT2cjjCZjAAJAgP8vy6DlxLEubTSZnBrYNCzfGzlp6jEOIIA3ezsm7SyCc1MpcZcQoJUeWwACOIA3KyzxxMzby8NHU60/fQgSBR4v7EcMbTAHIADD/DKOI1I+ZcjtSDYkZCuTyERNdKT7+zA8vbQqrFRPFVHq8MPbQcE59a9/VMo/mjNJYdOnCRFPmlS7fL2iutUsQkFX7czueJRdLQwHTalBHVZKmjaFQhhl7Q/d4zu0KVWWoS00RNVndSP54M9S2SP8qQ9IlYiizJCPEkYtdSRvBSTRNFYPAZCr3NY6kc9WHU53dSNfAT3qUVa9y5D3RBjRfMPG0Fdoba945RYNacwSBQkBHQhrRCP/+jlYSorEVlLYVwW1iPjMg5FToHymsqhYStrFOvlX2+MOc60I14TAjzhK7YTQbh1ZLGq3jD2b1sAP2ZBRb5FPyBzVyJtZLIJYADnZQOwOla0I6ORZdwnXmA29oH2jPQU8Y0XaiqDXqf0QJhQAFK014oNaLMpBqmynqq0IgSWVVhvQMv3aP2JCJRwfbOsRACUVGpVFLlnbPwLXpmEisq2IjtWQ0VnXCz3VuwWki7XZm8URlk1XgqnZMr1RwsUifl2glvM8vl0Y39xYjiDYpl0+yI1aF/VUy01a0S0J+WTXTAI5z+UgunW1wxU1H3lSNzFd1lBdQEoed8vY50nCL50S/7QdTYOt3Tcy3Dgr2rNqvlCT2+UrCTkVAJ8F3uD91oR1XRPiH4ZJTOZV1M6FXjcaXpSdkuLlxDeRVLc1P/I9COatyW/ZXjfK0goA31OlUzohXW7B3DptDeY9XbVd3z/qtt+d3k9yk1it1al42VNyXD/a3xhyw/T9vXfbjvnFiNgFEMlFDQYO1vRKYLAloP91HAjGCN7tjnXl2q5Nygw+olm13/d1Jw/mFjhljXU93b4SWRN+I9F8NalbOAJrFHTdDtOltsylYUCSU4ydXhbGCMHMEIJtXREKYrxNSEZR4dXgzeUy29pQYue12yZ+IxQcYUaVVhu9MkkR4OkY07q1Df8tdmLUkFibNWKO8NvW6F+CMBjPQ+M/ouAHtN8XbWOOUFwv5oo7Hhr49WP0rGMsQlsLhr76kZQ95g8Xzjr2ekzqKGTbfWJgDJAsE0oePgwFUGJ8FeRJBiStndj/Y2SOuNrDKGCK8WTgAmVKRg3OJeHpiOLHKOWey7mxgGFZftxWxqJZXeXFNdlovJaGLQzWJVNZ5uXCBdaMW89admPYOgzf3dpfjsAySWaE5dEtXSpn5uOfKow4bijuuGZK8l1mPuPMlF/w8c00UuIlluRxxmbBEKnfPLgHhhelpQpj9l8uARR4tuPbrWb4kxcJLgmt3drM9GdK0lpqhkZuBokqBon/DWjnekpoi13mRd1EhwaJ5AUJ/O3igEbgisaiSMzf/tToq4PmgjbdjwYumRVp7m1cQZ4aNTvpjxhfjoDY/TzgjFuyl66kbDXA8RxlFatpSEEo+wHkp9CAUvFpVZJPpy01/Chqjhhj70WIVKaYHxbnpl4l5nVV0V0ugo4I/F3SrebqSlLi0P0YEIaInA7n9ztrYJJPwZ0uqZpqOXHhpK6Z24iwuBa5e+VnRZ5AXWZEkkHX+jDoiG3UnyVGv14lfV6fWWaduwaJm1YIkiaIeXbUuHPsSsJscyZi1TSzwLaNUP08wN5ql+7sNH7Qj/M+ylY8fZQN/BUAREbm1Q4m+WRp/+XD5DpBAF9VCLceCLo2WBvC7XSSz7JuaLIxQb1+CuJ+5+OmpiwdiE7VQ6qA7exIENp258xNXekGpFndZ0n2ouyO5YVwonYe7+0A730S790e6pYWIRp0bW8ZEdOtbjCu74Vs730yaFgWbK1T3s0GCQroABEwXSwux/7mJ7cG8NQz74+okRJAgf4TDOUmWgZvcPm0bnp+ZALPkAjHXYSoHRHogFf+YmHVcGpS4u6SbI8RcdRBDRI4gRUhWltdcXTC71Uswl1lQhPogBLgLhyZphyPKHD+3bR7cfb8GLemcBPQbALF2ms08n3C7JKmFXFN2RTniisfCBXYFqypcpMS7v8ZFPHTnusAgOgs/+4xp6Yrz96uO3PyUG935mj2dnOaQnJJlDJd1WEixwjurm2FeGM8z3OaaucH37fezhAF2POBiMgI8OYMP/SaEm74Rl24pd2wSGxIz96ddToVr3SIkma1Yrwev41SJwjbxuczHvWswuqCoOvNXLTC1u/VgOGCWOOFEGv6ePUXw2/bbph1K1cQL4wyvnAsfgi2BrVffyv1FufHWcy+kmj8fuuLcDReqj5nDyxkl3UQ0vKFVSj86XSC2PVRG2ChVm1uNyruVrqpFm6oEAnLdlZ2Dyx9Jgg4rFeVqml8z+rFql+MLi17zy5rF3YpX2EpyXV5Lwlt6w3/EJ9Sgj+teKfV+4nfdP/UGxH04aYKB/pRiT8uf1/vTA9mruhEbT8I8dZWq3gUmKh3kD+tOofuUL/1xb5gxA0QR7f2zB7xFh5AcmUymE/PnVf2IJ1ynO8OC6hzgih6qSAWl0f4LhP6BhN0DAdpLEwjFs4ALy+IpTYMbWn1TJp6F6N4AVB0gcdZHNE8e1p6nW4MenGAW5ayse+xWA/k82nA7ytfkeDknXf78yaJKgl7oKX76mz7OCcZWme+6Sh3vEmsAwHHxi58FwuAje9umR5kIrSNsp+r1pgeszyhvB/Fyf+yg2h8AfB6x1JZVT8v21gAA0ARy3gu1Cly0h80EDT4/zz2Y035nkR6JNavqNBG2Y/ijdfXjhCyfV87X78XAKsf7L2Pr8Zo+yFiaMMIkgeAfU5LfmhDCODnrqKXME6qXEHm/OfOEARwSmK2eULe/jdLCK7/9jTzYphUAPif3Oc333z0gBIiz/aHN3EDCAECBxIsKBBDgIQKFzJs6PAhxIgSJzYEQHGiRYoDLnJseKGCwZAhM3QsaTJARo0eSloE4PIlzJgyZ9KsafMmzpw6d/Ls6fMn0KBChxItavQo0qRKl9pUqCCByKgCLHBMefKqQqsLtXbkWrHjRqwQFUCQahaC2LRqFS5gyfQt3Lhy59Kta/cu3rx6czIkazZkhbWCB/8TvhhW8AYNf6NiuFD4ceGUeydTrmz5MubMmjfrTJjy6WKDEyCn9SrW9NaTh9NagBo6pALSstdm5Gz7Nu7cunfz3tu37GuCjmcTRz2Y60bjESVgCB5yNEbi0SN6VY6yN/bs2rdz767ZIUjnAjXElm5+utjVWSVOaC6eIIWupK17fujSvkTv+vfz7+///0wQUfCeQBBIcF5x1KWlHkP3JXSBawQKlMCBCJZmEn0Aarghhx16qJeAEgpElVr05YdgSxMx2NAEIg5kQXkWpibjjJ59eCOOOeq4Y03LuTgijUHi52BCKyqg2I8CQfeVkE1exyOUUUo5ZXfrsfhjAvFhZaL/kyhhdNgEESYZWJclYmjfXg0wUACVbbr5JpwO1tZXiy5OAEEFFZYpnVYZrFBnkgJAoOWehT6ZUwEEGPASAooK9QABEcQ5KaWVdkiRBYEWSAEFGxhamAIUIClQB4FSaOangvWU6KIuNdoqUAE4aimttdqaHUcZAKepAAlUEKOhXCogwa4GlSoiBCSmGuyqs7pUwKE/GUBAtLdaey22k9U30ZG8FmSgAsAaGqqYix0rXgIkpUqkgub9xCpP07JZUwQEPJAtvvnqKxd+D2XgnrcFJTABBRXkKS5kF1hwZwIYFBscCCAI0EEJEi9moENcnrhsg9EFBa+rzs4kr02JDrAv/8opqxwUVpkGLB4EF1ygAQYVTBACwwlAAJXDBJWracQTWxwVBAhfeJ5WGl81FMgAvGoTyTZxQMDKVVt9dYDbdiTBqC97/fVA536rJ8dlV+tT00/XFHVNDhDQANZxy52y1lgBCjbeSR6bgM4fmG3lskalLbJMbNO0AAEHzL0449gOpoAFD+c9+WsdIKyx0n93JdlRg8MKQAQHiC66B4mPLnq1pTe+Ouu11niVrnxTPvvYCoX1Ur+Za36Rckl5DtO0BAg/PPHCzws8ta0rv3ybG7++HMO0B4yBsg7dHvjuS/2+NgHH0yTr58yLP/6NgLN00Qa6Sh8cniEY/dCKu+/51v/2NBk+E6SSkr8//xza2O9jQjWBO1EOAiGwwHDSIz9mna1zzlKb/bp3kwFIsH8WvCB/6rYnTyVEAhSQAAglgLMKWIACE5DABsI1n60wSHdOYhcAO8a7BiKlfiOrYE0IwAEM8rCH3CFMhmS4wsHEb4Fn2tJcbFg4HM6kAQRwgA+jKEXdaHCGFnKhYIo4Gyy26zF3UWJM7heTAxBgAVM8Ixo388IYysZEWrTiFdtoFbw0zSge8EAa86hHyhhxSwr0Yx83l5c6EqVRDNgjIhN5l6P9TXdvhAgXs7cXQg6FAQRAgCIzqcm3MKkqnXTeFk3yyEDybk71qQwlN6nKVWbGfKT/zOIrTwPDllgmlay8JS5BVJ1YQjIio+RlKTETAAfcK5fGPKa20CMfOFrolyeJJJ+QKc1pNu+TvSwTF50JTK1Rs5venNLz4kgbFXEMmq6k4TfTqU4AMbNj5jRPcpa2QFqus572vNQ2DfOpd1bknv78p4aCdU3VoMiTGfMkQBOq0P9YiZ8FZYg2qePQdm5loRa9aJVCac3HRDSc88MoSEP6Q2WWraNCpFGK0CnSlbJUjScF5Dh72UIvrStjLb0pTndD00Ca1KG6yylQg5qbfWrkNC+laEWzItSlMvU2NkqaFSdKU5Mi7alNvSpWOVPFc56HqqBEYlbDKlY1yomr8tTn/0afyaXajLWtbv3Onrx6nLfSta5avc5OD3pW23XxOCq1K2ADy0d4bvE+gj0sYnFzyl5ah0hUNU1iIyvZ7aCJI49MaT8nq9nNMtSXQ+IsaEMrpZOJtrSmnRJpT6va1X4otax9LWz549rY0ra2vZmtbXOrW83gdre+/W1eegvc4RL3LcItLnKTO5TjKre5zs0Jc58r3em+JLrUvW5zrYvd7RJXu9z97m69C97x0la85D3vas2L3vWKVr3sfa9m3Qvf+SJWvvS9r13ti9/9tlW//P0vVv0L4AELVcAEPvBNDYzgBYdUwQx+8EIdDOEJ+1PCFL6wOi2M4Q1TU8Mc/rAxPf8M4hGvUsQkPrEiTYziFedRxSx+sRRdDOMZY1DGNL7x/myM4x0vT8c8/nHjfAzkIcdNyEQ+8sqMjOQl60vJTH7ytZwM5SnTSspUvnKcrIzlLVNJy1z+Mo+8DOYx30jMZD7zhsyM5jX3R81sfnN33AznOWNHznS+c27sjOc9b0bPfP6zZfwM6EHrBW6EPjSiE63oRTO60Y5+NKQjLelJU7rSlr40pjOt6U1zutOe/jSoQy3qUZO61KY+NapTrepVs7rVrn41rGMt61nTuta2vjWuc63rXfO6177+NbCDLexhE7vYxj42spOt7GUzu9nOfja0oy3taVO72ta+Nrazre3UbXO7297+NrjDLe5xk7vc5j43utOt7nWzu93ufje84y3ZBTAAk/LmcR0R4IABlC55MTHZvfEtsuL5OyZTC/iO68iACCBAVgWHidsMjfAZ21J4Z0Oc4iZOccK9xOI0UZ3GYVzxh8PEkvYO+YpH3kBDopzFKq/JHVueco67xOM0IaMZZU7il9Mk4jrfOc0BYPOZHPznI+a5TABudBAjPSb1KubSOdx05P016geuYwQMoHXhad0Ah8Rd0K3+4DqSkeAiy5/YpR72mlDQe2mfsC1tosNIBwQAIfkEADwAAAAh/wtORVRTQ0FQRTIuMAMBAAAALAAAMQAgA90Ch/7+/u7u7uNEJUhISAAAANnZ2VdXVz09PeRUN7i4uOzX08fHx2dnZ4eHh3d3d5iYmONnTqenp+q2rOaHdeeYiOilmOR6ZerLxeZyW+NcQuvCuuvg3hcXF+mtoSgoKEUVC+E+HuiQfowpFtpCJM47HaozG2MdEDsRCUc4NXQiEtF/b65zaXxQR2lFPsGBdQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAj/AAEIHEiwoMGDCBMqXMiwocOHECNKnEixosWLGDNq3MiRYwEGETqKHEmypMmTKFOqXMmypcuXMGPKnEnzYAECBww68ECAw4AEBgl4qEm0qNGjSJMqXcq0qdOnUG/mHBiAJwcDBwgQeFBwAIECUMOKHUu2rNmzaNOqXSmVoNcBAxNoBTvwAYEGa/Pq3cu3r9+/gAMDaCvwJoEABBkQMEAwAE7BkCNLnky5smXIhAE0eExQLoGCWRFfHk26tOnTqFNLzGyAgIOgXwlu5qq6tu3buHPrdpo5K22CWoEOvAl3t/HjyJMrX74wM8/fAzkQCEmQJ/Pr2LNr3x7Y+VaD0qkP/3Qwnbv58+jTq4/Z+3vB4AXt4l1Pv779+/gRsnYNm+5Ar/7lJ+CABBa4W2abTRWXVkENZeCDEEYoIWacDaaVaAIpxhhBEfA34YcghihiU5kB8NaCsRHU2gIjtujiizCeVGJVPRnglXsEccBBjDz26OOPzVU4nlU/GSQXA0AmqeSSI5bokGLCMSnllFTa52RD1lWp5ZZcXnflQgss1uWYZJap2pdmpqnmmqehyeabcMbpVwAOQCfnnXjmqeeefPbp55+ABirooIQWauihiCaq6KKMNuroo5BGKumklFZq6aWYZqrpppx26umnoIYq6qiklmrqqaimquqqrLbq6quwxv8q66y01mrrrbjmquuuvPbq66/ABivssMQWa+yxyCar7LLMNuvss9BGK+201FZr7bXYZqvtttx26+234IYr7rjklmvuueimq+667Lbr7rvwxivvvPTWW9EBSNqrr5wD7Ljvv2sm0IC/ABdMpgMFeMCiwQxvCdcBrzUssZQBIDlAcRNnDOQDIQ3AQIAah/zihj/NJ/LJLRYHF8YotzyhwALBZQCGLtdsIMIxAxCBnTb3jB/GcAWwoc9E21fxfzkXrfR6HCMNwANRLi31djM7/dHUWGvHMtBZd70czE4D4MDCXpet29huDbSAyWa3XRvLJrotd25kJz333bnBjffeqOn/zfffo/kN+OCTCU744YEZjvjifCnO+ONqOQ755GVJTvnlUFmO+eZLac7550Z5DvroM4lO+ukumY766impzvrrJLkO++wbyU777RbZjvvuEenO++8M+Q788AcJT/zxdiOv/ETGLw98887zDn30uE9PPe3WXw979tqzzn33qH8PPunijw96+eZzjn76mK/PPuXuvw95/PIzTn/9iN+PP+H67w94//7jGwADiLcBEnBuBjyg2xKoQLMxsIFeeyAEsybBCU6tghZcGgYzWLQNctBnHvygzUIoQpeRsIQoOyEKRabCFWqshS6cGAxj2LAZ0tBgNrwhwHKow3IFQDSICeIP/4dIxAAMoIhEBAASe1izJSoxiUiMohGlOMQnOjGJTLRXFanIxS5O0YtRtGIXs2iuLYLxjFQ0ERfFKMQzPlGJcCSjtqCIxjpy8Yg/ZKMd0fhGmsmRWXksoh6lOMg9/hCPhlyiIAupyD8WC4h8TGQdESnJNoJRIHkUYxwduatKetKSVKSkFzEZSVBekpO1KuUnKylKN5oSi4YcJCpdFUhPMtKOeiTlF8O4yl5ucZaj4mUtzVjJW+6xlcUspDIFyUxQAtNTQtSlJI1JTFsekZqKHGYmX+nLaD5TUgx4zSir2U1fIpOO5UxnJr8Zp8zIRUEMyUoB1MlHaXrynL9Mpz1t+f9GdrLJnUJCyBA30wBbJtKKuUwkPg+6Smym0Y/+HFOJ5pkQJIaplWykZkLpycwnLlSfB4UjIZu5zohuyU0FkSJPOFpOjX7UobyEKUshalImARSeXiTPA2Y6zl5+FJ08JWkdqVLFmlLppvuUolxmFlR6ihGRSe2mTHHpRqPatELvFCkYpcPRqV7yjs3UqjCvONZYknWka7Tqj24q1CgqJgLcVKdMYfrTptrVkmrtEWEC8E5tcvFI2QRpGL06THxK4AISkAAEBMDYxgoAAxhwrGQnS1nGIgADFqiABBRgV2nm9UVSGWJff2iA0prWtEW8aEtl6dWN1lIBKLAAAipL29r/2va2k4XAZi8AVL+itbefbRJORDvcH2rluMgVI0HvWta2avUCFKDAbAXwAdxa97rYpW0FnErT4A5oiGE6QB5H+9shylOqVPWiAihgAdtWN7vwjS92EaBbV66xqN79rhBD+0PygpG/aSSsfaOoAA1coL3Wfa98F8zg2yLAAntUZn4FREQA+9eLdnEAc7mogcVmFwQgYOwHSBDiBpv4xJKVgG+HOuH6SDG0Srzwio1IgAWYNbBoVIAFMpABBoMYBB8AMYqHjGIFTMCxEOBsSFtsHqCGl7jiRaNQNhwABVzgyESm7oIhUIHpVtbLWTYxBVTZXSYjp4sA3mOHGHBXCoRZ/7IKnuxlO6ABBWxWmwL+oQYkwN4ev7m2CKCAklls5jP/t7iGbE0CeOrmPzd2utWFwARUPFgqK8DOjpYsBF6Zy0IbB41PTq+OOGpnD/85BJcmYl1x3NOhUrEDFbCAqbNsgQ1U1dO2YXUb0yzYOko3yxnAAAQkPegl4jGjbdQklaVo58imuMETKHaAcY2aPfI6qIOcAJhPjIAJXMCYVqSkLMnZ1UQqoAK8DUAITjzmMVLbNIYsQJ1c3c0NaHvIEMAABWzdSLDe99/L9qIEti3fbo/13ZZpa1MJ62xuQ0ADcdX1LgPe3E8qYNYM1oCy8YvwwFA8wkOULYrbrfAxVvGaDP8FeMWbeu8FZ2C7g+04YB7qyzwjsdEmhjk9V13yjxtSAw1Ocsxlvhdyt7qpGvBzwSGA6hujkecRn7HPuXjxBQeakERXi9Sn/sMLmBgC6Zb4Knlu85V//Nfx3bQTs14WnzvU6wwWOndD2VKuexLB8JU7x9keFrtTcQMYn+8E+F3Pbh67qH6neAXk24G9850pNedoB+Le0LEn/vIB0ADBcUvyMj++Jj2nOM7hC/HEQx3zMy57Eaue3c5//ihbp7gCXC7tqKsejKdH/V11DF+Sv54o9LbrBQKPW73fla4DpvLtyykB+Da+pL93ie5Hj90J9HL5dNe99n84+eyqOPovCSL/9rkJ0+bDFwHpHr9cJx75r27/jA23LvTBb5LyUhnL2S39+4uYe7+r35NKh1sQ5nn0lxHpNVOzl10YYHK613/oNU2XR3y0BWEFWBIsNlNod12dV3kHqFAGtX/JB1xdtHm0tQEVyBGxd1ckWFuUBoL+1oEuuGEBaFsUeIIY4XczeFvWp3L791O3938guIKT9W02SBEM2FQSSFtqd3w85YBkFoMpV0QbcF0IUIQSEXUH10vUZ1sI0IIBB4Ts11BguH+FBHe4pQBW2BC9dYQwOETmd13PB4WTJIcbhn1vSINpqBDZNIYEloSTpXN0OIdkGIhRJISOJQF5aBA0h4TYVXsh//iEd+WEhMh1fthYFpCIjfFxlShZGxiIyKd92MSHHHWHtUWEaWh0bIiKhIR/nOd2oohEkghykxh67hd/SmiFnNZUCWhdO0iLs6hqv2h/2qcAhshYRfhxxdhYvRiMhhSLzDh1u1hbGkd/wkhPeHdbA/iMHqiNkxiNtxh9KahO3lhb2eh+djd+zqh7qveKSLR4XPh7FLeJjcVZ7NiDxQSKgQh0t4WGfMeD5WSGtwWI3ChJ6QiBA9lLxYgBbBeOnyRG11hbS9iGj2iOdoVyCzeIPseKX0Z0y+aODoaFB4l7IcmMU/iOCLdsySgAXrhshFWPBZmKI7mIhmSIVUhtHIhGW/9YWRngdA6waDEZhj9pdn6Xk5LFj7jmj56Uko5oRwXwkg14k0EZcABZWQRoVFDkWqs0lbTViZLkAHAVk/1Xj9xYduM4WR3QYhumkZW1gOj4k+ckllFZc7dFARNmkHVUlpQVdt3UADs1kk4Zlz73kJOlkJ91j3aklpQVkekUZSH5l3QIl72kj7RFmFbFXMm4kun0AH15kI5ZboApcLZFmTUllJWklVQZVIw5kJ35mR9nkqPpi7BUXh7Jgnb1AAUVhZenRqgHmdc3U2xkWxNgUna1iQvIXKvpc8fJmkxIRK75TO2nSMQYkFQWARoGki6YnMoZcLaVAd/UVKRYWYS3YQP/ME/ciJ2QmJ2V5IeiyUnWKUmCmVsflwBsVp5fiJ4cZVuIyJ48hZeSFZ4BZwDk+YzmaZ92uUd+aJR/hIC3pZgUtwBMJaAEepA5+GhViUL7OZcMyVMGYGMQGqGq+IAsBWgV+kGMto+XVwAP+nG3l4686aEjSFs12UM8VYkMCpMcxQA+eZ5cN6BO56KGlIQxSkMzaltcaXdNWaDY1kWH56PPiJiMxZ03xFLf+Yfv55XMyKMXyaQB8J6MBQFCuoaVVlazWVlLeXlQNYlYCqJaKkUTyljB6ULVpHrrVls616J2xJd1J55r6olcxIIWKliVWKTal5pzx1Jpypp2ikSmOY8l/8RRhoiZ9YmFmvmLh6p8HjqljUWiGYpGtwWVd0WodPiSY5ioz2iLjhWkELSpYMSfjeWfUGib+KikezqLjLSClzhB9MSqAoAAwVip5XSmU7d8pIp6tTWi6aNOmNpYChmM1DmRyDmrWRqmYndG/OmlCvSIt0SUyqiN40mIvgqtLEdbb0pAyEqk3Cif3vqMw0qaAdemKkmu6dR9tAWpvwig6zdTPLquWlpbAaROTtpY9KqjPueggfiXUQWudRgAtAWl+JNOXDqPRweFG8qSrMR1+vqZJUlZxuo85fSvjFWmzIiioYqw6hpFTsqw7AOmezSmkwWyv/hEOCqH30qydiWu8v9TTqzKq3F5pFA4s8x4sYm0qO96rN3ksQJgmDFopRH7hT7LUkC7fcl6rNhntNnZtMcUlE+LedpKtKtEtdmJp9dJs1FJWwhKPbIYRfJ6mugJqtpntR84q+OGRGl7quADVFiJRMkqAMuYnbAKgm5rqSFJWJOpPb6UtzoboWyLen8rtjMlmZO1sbPjS0LLWD4aAbf5fotbsh+aeBKIqsjjS7alpZn7goz7k7QVPe3Zp8Wqpc2KuaUblXP7aBy7SqG7p926faP7uiprSDb7uamrTe4qAC6LnuiKuxSru7p4usdDkVLkh/oXlzA1sW2LvMF4S5g6rsDTtXSKsAQ7vT6aqFn/q7zZ+0l5G7BMKr2KS71BKYHriTsWV1shILY8u5zllbvqm07iuzu0O4GlG7OYp5uMC4ZZGwBOir20s786+ZPjN79mer9Bmb8HzLxEFLzIq7QN7MADaUUs26Xuy65E5LGbu6ZLuk0UZ7/Q+oN1BMGv40mTe79ga3oY/JMbLLy3U0ms+rzIm7gfZ8IxDLqU5bmo40nwC7do1Ld+x8MxOcBU5KT5yTqelIQ16qIypcMBh8Q9jMCTBTuVNMO7esWW639WfMWehKllOzodyKojyZujG8bqmMZFtJGrI5NStII4XLqD1Lo7KsYxSYJxLElJKJA9fLtTx8Z6nEgZK1kG/DmS//SvUdxZFAeGxTvIYqvEzKXCnGNuq1vIpMWhz/qY9NujhLiopyNJK6jJRNS9Hmx4phySldXEoGNIQquXpoy+Jaymq0xx7wnElAObP8SfxQmuqsfAVXzLjtxUlTWNlzyTtBXCDuy/tVyoIEjJFhsAOanLj+OPT+SuxFxEwkxlhLzNOVZZirxH2irL22zBy/bN1fuLrbw5hnTIKQbOsLjDiIrBEujOewSjtEqHL+zN9ezAeIk5u1tE/zq8q0zFTSjP3FhZtzo5ewTPSKbQUWTEeirRzLh51kw4+bzMvxus92pXCM3MQ6XO/ve/QeW4jrXLrCZGKO1YdZzK6ovHxmnRz/9YWRXg0HY0mTQtRYIciTtdjbpHfBnNNwbK0TFcdglQnTP907MoypBTRy0NsEwdRT3dVCQ91UhEpowj0kqI1UgUyRWJwdI8U5uHshpdR216uJM41ntEy0F11V49RES51XgmRbRlzmd71AGAylYd158cfMxJWYtjRySo1nL8mXbq1k4L1xKJsFj5RDaNOHWUrJr7jN1sqH4diBgt2ZxaWY2sjWxNRc6cp8Do16Ett+J81mf0r5lNRZe9c61Nh6k9OCFMtrEtReiM2YR42jF5zKrtRU5q2G1MoDx61bytqlC4lrTd2Rq704TVzxyFxMftxlQ0w8utslz6y0DN1CFtebf/ndyCDThnBNGNJdIKXUgUDdvH65u5iZvRSkVU+TehJ4Hm+90/1N33BL2rXFmJLDfU6tm6q68yrU6Mvd5MOqFDHSIolSdnZNv27UVVjbRDVOCZbd0+suB3ckYzrN0GHqkxmNS6/eAgONs8guFy0uBqK+JKGqDpROGZTeIxYuJxguJypuJgBNa/uqbCatL4S1muDCMyDidgJIE2fkaK7VMYGdtWxN8XHlB8AkaYKtxFHkV8rcpTrn3vGQJNDk99AkZGfeVcdOSf5OJ+Td7WWuJOvicKh5dxCOau3Zlk7tcwDlpprideRIJuDkajjeR5jnlz7iKEgaKlZeddhJcc/r2E//jaFet2jH6/f94ihOEZn8HgXeSkfQ5GuT3mlx6BlFXGkF7nlA7flHXomz7PVl7qHh4AG/zjgA7qGc5FRL7Oawrd+Y3qA+3eVJST7fvpXE7oQsXfqjjdWorfZxTncT3DkFsgQa4mXWSqlOvVfJjei36Qwm6jdreoyU4gy54mXfRltg5GxA7h38518R3jri7kVNfKV55nA06Q6Fnt21fuQH7ub2J0zn604w7hLO7ueh2h8k7nvY4n6U5ZgJzvXz2ftW7wAbd58yci214mXITRCq/vyD3h0zrx5XSa5h7wJ666VPq2RY7jzUjtmmxMZJrtFFYnXc5LeAnysh6TYv50r/8L773p8ZLFW7Wx15ZbN6oyUpaO8V1U5VcL9BtGfEo2GgWQAA/gADYyAAbQABHA8z1PRZtX30Qf8yJJ9My1wemHGZbLABfjMQ2QACATK9X9w1qPZpJo7Mfu4w2PFjrfAE1vAHWyaLxi84eY9l2054JonzR/ec4+gGiR9Evf9AwA9TY2LFQU1VIeuHuq6OIeoX//nH5MWTspFgvw9RdjAAwANWX/SHadmHqfU1859E471WKJmMWZFHtd+JtfJ4kfLaI+WVYv4SLugJI4+aDtc1PqezJB+GB/MYcf9XMURfc++mBE61nv+Apdli24EnEf/HTv+eISRV+O/FQU7hafwR//PavO73gaQfhMv/mIj/LVYv2UJajYP0S2OVVsf+umPKW9mBEFoPnCP/afjy5SFNX4Htf6qv0AEWBAAIIFDR5EmJAgAIUNHT6EGFHiRIoVLV7EeLCDAI4dBVgoCEDkSJIlRQZYEMGBgQEDDDh4kCCASZo1bd7EmVPnTp49ff4EGlToUKJFiSqE4LEjgoxNnT6FGlXqVJUVB07FmlXrVq5dNSjlSCGkzQIJHqxsyaBBhAUzjb6FG1fuXLp17d4FqhAsRwVd/f4FHNhqAYpXBR9GnFjxwwt7JYwFkLIBg5YvYxbAm1nzZs6dPX/mOfNghb0CFp9GLZVh1wQMCqeGnXV1/2zEG5WSWHGWpUuYbUH/Bh5c+HDiNRMi2Ath60nazZ0/HEBYouHn1a1TnM3VhQgRJj58/8CC7cLi5c2fR58+6EGGpS9wzX5dPuzWE6nPx58fa1ndLQe0EKEEEkboqAKD1EMwQQUXDA4hCkqDKD79JszPgLYiuq8iCSnUkMP9EphsN8sSkC4ACfbS4EAGV2SxRRfzYo6g0kzzsEYbCVrAgOluTG1DHg2SjLK01rqwoRPBYu9FJZdkssWESgPpRykrLNKhDKfEEjD+0OLtMoseBKsvyJoks0wzG0QIwiyn9HGqNhsq4EqE5NTvzTWjCtK/EUtsyoK9NlDxTEEHJZSuJ//3ujPR5hiQCTpFJ7KTxwX6G3K8rSZANMlCN+W0051EKwhTsAx8tNTF4oSITlO7ivRDSveED6GkkNTUU1tv9TTNTGFrddX8HIjA0ed6nZBYiPKstMrF1AwUV2efNfNABfZiClRfr/XrAGGx5XDL3QZQy9LnmD0JWnPPVfKgDPbKYCFu39WqgQeshPe6sibTEyYSDzP2IGbHRDdggdHzdy+x6kV4Km0bUjXhv5AFl8gf94oS4IEvxvg3XWl1uOOmHmiAYY/98rYyffnE0uCQyMu4ZZc1O2jaXUemmaKFE2q4ZokghnVV25RSrtaXhyb6rYOO5Li6fnUGrCqcmaZoUi7/IxYXXj/BCrrZorfm2qeDZlXqYKhPW/q06J4e+6CSu9zXulbLRmqvCdxluWu777ap4KTT5rug+uaEGuJwlR0bObBStNYtvBdnfOV/aYO7767OPihnXrVam2rCn4p8uaket5hx0Ys2SGalqrWoc8kbUn2rvw2yfMoCIsDXZC+daz0x0OsevfehDQLbo8dszH11iSysnF/ABJfYeIx29z160mWc2Xkei08ox+R5XLtnD7EXzHSlFJK+/JYL2t167HxFvqDYY+P5ZPW1unrv0M3H31mD0o8I/PmtQ5X7sFI8s0xtcDXrHPiCtxTy5c+B5iLIzzyCuv+ljVECTE335FfB//5NZYFhYQ/vHjhCThXkgwKYGwcl4r/5BFAgiGFe1Vj1LhYeyn73I2EOozWT0jymhqz7oQqlAiyCvM8imTugEKvzr9UwRIdPJBT6qqdEnS3MiA6ZXe3YhjKPtSmIGPHi/qaIQyiW0UnUo9UXqegheb3QIjHcHPHUByagAdGMd0xXAMTnESGqkUfaapgGb7dGKRlOKRVDCB4V6SKC0HF8hIQayKgTv0FW0I+oKQ2pErJITjKIIKKqIySZlgAPeOBbSVyhKAPjP/4prpOvTE8A1nW4VKoSP73SIAM4wMU+JqyVsATmedD4yLFdskZwRMguE2NMWyqENGMkYzClyRkeQv+zmTVC4lp4iZADuOaaWgki3AzpEQysTGjTRGdnhsnHxH1zPpRsm0Vask133qmHDklnPj2zzo7U8zrIlMoAFuBNf5aqla7UZ0LtEoDGWLOgWiqgiDbIlYG076F32mM/8alQjtYlAI7sSNYu2hV4KmYg2nPbSC9ywnZttKMvhUsAxtkRRHKImdaJqH9QiRoAXMWiKpVSacTWQJgW9SilSSFUbvouQcbzIUt1owuBOrG9iMmORsXqT2TqmKk+BKAUMswF1wjVxTT0hufMalpxEoAT0i02ZFVMNiNAz9QtxjBS7aqH6jfBxMVHrX/VCVsdakt40pVH1CFiXgEDvpmC8E3/gIVs3g4qxK8mMlH3uZlieYpPvRHTpZEF7Ukma7ymGtZX92ljwuBqo68MFqGhjWwARss0SsbRYxnKLNNWax0MUOypr4XtX2XrWtatSq62hVqGQKbZCZUGcU8NLmiHe1an7PYipRXilXLLXLfSZrTRDa1ZPcutyt6JrFdymue42ydqRQi8oBUvA00lV9Oas4JyohzUrOtdlZEvmu99KdI8koH94ol2QtoiZ/ULFTm9joMF9q+CHTJbAEMWpByhYIQkvLwD67R57XSnj+iU3/U254Q0cm+F1XphAbS0lojBbonRlj0dybg5M1qhilecnOfU1sY7ashPQ8wh5/ZPx2oF/6VHRArjnCbrxxhRFUqfrNQNG+SZ1E3kkbO615AGJsb5gfCEGsYA5E7ZLzjOsZaN2luwZBjEb+ywk82slUBecc5RKY1Voatmo57QzRXpnlqcemeKQkSshAYMi1F8IKLy+aVJ7vJECvu/MBf6IXhFNFdKs+Q3A9fRCb2yRyzgo/JqONNZsVxii3vqTj8ko3yB1KdhKmCaBuDLq8Y1qzs04xAaZLu6jkpjORJrWQdYACMoAXe88wHeyBDY1oldap8tFaRip9j5RMmBUfAdEwRoQH+WUqVvO5Ff60zcVZaIojV07VcGoMkvGU+o2Tlt/bxvufR+CpqJze4n3gvB4cIMTf9orVF848eI5S74RIRqbX7nL9sNkOhlQjPbH59bIQ3LTnqxdVOLBwDSBE9zw0W3tgMSheLf7HhUrkjiOTO2vbkWociHhiwDMEDicylNysGp0is6OCM6lw1Vw7RumWMMJa/qjadxPsUNAf0i4ayZnVmecIjM8nSpK7q5SE6k4Jyc6omxs5S/zpgiEz3rw4mAjmJK85Odx+sd/Pm0RXwRISMabpvG+tmDM9ABzEso7n6VxBYk7LFfx84oqbEtxb2BhUNK6XrHSwEcMAAHBJwn/vbwXJck7Pdo1ukZOXwADl14hAh70fuGfGYC8ABwLSAnD484iQQlbE2SnjahxzQNVSP/H30ruIlpdX2TEmAAA0SgJlsfj6fYrJSkqvDzds3I6G0vyzzD/b/6dMCS+B6ykdDc5rI3F4vBPX2TZiT3un5T7xn9WaN6gJENANcDkP4A32Bs4MMmf2xCTxBV2/7jHGm+9Ws0rCIAy1OQBeAADvCAbuI6rnm7/KMzp0A4u5uwB3w8jiKABliR1QOZqak5mGALA7wYC4TAqdg/gpC2wouvSMu7rCKAAygTlDCLENGTBBAYiqu05+uYEySICaQ39WO4rDoAArjA0IIeObIxHly9kCm8+/uIn1OrBiCAB9CyE6q9EgQ7BiM903ux60uoAiCAAdAyLuMITsNCwVDCANA4/8XQwfloLbAoJzACLAJwvyOTN5Brw6jIQzGrriKqL0Tjwt8aQKyKAALIPi0jwTN0ijR0N4LCtxUEwKYALAMggOA7MhLMnT20HkYUiD+cs0CUw79KQD6rPsdTxKfgRLEzRe5StKFqwbQiAAYgRa4iJE20tKioO1YDwiBUKwKwQTVbPo9wRQE8RROcClV8MMVwwuGBwr8iAEebrgGzr2LknIvDCuk7tV3kxbQygE9LRGrEDk4kiPO7M9O7wldMK+NztFIcFn7ZrwJrHXEkCGy8s1cTADOMsCxLvYQStmH8C1tUH3m0NYGsJ9PTs7raR4X6v/F7OnC0xqzov4eCG0U7vf+nS8iEisZ5W596aR2AfA2t8MFVag6Lm5HOk8SLTKiD8khi9CeCDIAUNDMyLMN8NDKUzCfac0i/cMkACEnmsseKtEibzCdFW8laDCiuuDczm5EADEWhRCd7zEkqSyQ6icc5u0OQa8gidMpF+saopBeuWMNl4puSVKqtzKeu3KTroaKd9MMnmxGG3EazBCYWO8dplErP00m/8Dnu+knVkMt0IjyvRLW/mLqRWa0Z8ceg/Mtp+r+6FMymYEscSbyNkw/TA8qmXMxg+r/LNJWiNDzAyMWpckIBYEZTu6rMBKar5EwzS7nIlEyaLKgZqamTRM1pqj4d9ExFcc15bBTrYSH/q8MydKzNV8I79TrF3RxIzRrN0ow7rRzOMlK3GsnNNUHOAHCA3uQbFlqNGVnNtDzN54Sle3qbx/xKLalOqOHOAQJPaRI2uCRPIAuMiHQTvqFIx2zI9ZSm6Gw1oNrD8+TJamxH6/hJfGxG/ASme0K/6vBPmPQny1RPAw0mUHxPKEuMnoSkn2TOPoTQYHLC+ZhOU/HPJVQfO3kT1STQAt1Q4vQtcAQfceyVEEWYCpDQXdukFAWmE7OsOlkvGA1LW7LMgyxLG4Ule3wudDNM0wRRu/LEPoQXy8zQIBVSFSWuCeW1w9hLSHJCCgBSPYxSWFLNLaXSbQG7JVUfbYTSLu2k/9JwzzDdHsVAxjVKz+VAU1jC0cuBORmD0YIIzbvkFuAMm/l0zjnVoYzsiOY7tw+lTtR4UxUaze6sq5gTVDwyUzYFHNSgR98siEaFj0iFpTdUitpjJkSFlzwtCHKcnzj1zl4LOU7lpEmlVAxCjeukIu5MzDNl1UXyVI+wzwRFQ9gwVeOxTKb0y1sNT7QER1I1CPm0nhNDoQFCK2K9IwkSnqCDQGQFFQuFGpnESibVGmjlSmPtzOSiDQZdnc3kCEBhFW99pRCAklcVGdrAVpppVJOUU3WV0uBcDFHFEms1iKQ0Hlql0VW110XazKDxqyezLn6FHeNMmRk5US4d2HsdL/+H0VesUNiC6FH0fMt/jFhYCkaPENZXvVj3IVN44U5HtdWOVaQZUYClqtgkdY4r1b24cdVqVNm5rNkjHZmRJdnF4pCPVQow1UNIvdk7Mkd3Xdgem8yasUwBENoHLVpOItRtDddbUlDr2FOEOdlahdqo5aQTm0025dmCWFSEAVqQXSWvPVD3SFU+pbTUGNuCuNREKVHu3NWuVdtFOlv8E0tEi9tx/NvDoMhmTdu8LVa5QdrAtc5gcRhzvcd/JFrDvaO+NC/IkRLFdSOzPVl3lFxYMj0XE9v5UFZf2VuqBVB97NzDpSW7HEmgwtz/hJfBfVjrq8nUfSVFm92cfF1yLRX/ZhWAOORc230l06NXjmTJHcyPeH1UkWwIP1UK0IUbEu1W4W3VxlMpnVPc1fDXUtFWDFsm6uXQGbnbY6030t3c7wVfYBrNMH1dgshYLCldAVhT2UhfaVrfCW3ftlQUx81dcKpfadrY98zfRkwUBWja+Z3P/50mZk2q7ICwl22OAe7E72kIxuPO/l3FPVPgYOLOp23bsZPgsvUQA7Zb2PTfDQ6mXJ1YClma3bI4CQ6ArJ2QwRWA8VVVzkHhaSpdBM4/GBbh7qoOx0WA4g3eHObgGXnSseJDDpnb/PBdpxWM2XAiI04ngI1KGE7OgF2Mn+wID5bEFKNiaVJhj9AzCBZX/w8ZXTtFCGkFi7AVyTDOJ8dFVyA2no4svxoh1aVx3N/dLDjOp/j12SS0kbWYkDFWst1TTD9mTFRVFDOmUEF8DuVdDNXsCK4tXEWu4gAuRjsrMN6lDQVwXqXogM0KVEy+o6mVL+NFmLjtFUkWDEruiCRGDFNWqPO13I75IizuVyZ8jviFtSieRlpWKEjsCODF5WvJ37lzDi723rcSZoVqVJBw5HHjkfdNDHblzgwgYrJ5ZoXC5oXzn2le4sMqWa0I5QnyYkAdxG5Op8F148LT5YOQWTrOCgu+YNxh5446WQwGZqXB4ykpzMDo3mL+YL9w4HzuqKY9vZSLEV+pSin54f+tYGaOcEy4QmiY8uUsscUakkeykuGsGOguXt4vrtGLfqknJr/IvKSIxp6TbWZ8NmmMtmW8PEosaWKpaNRCddbqiuk+O9ltztG3RYzq/KJfhYon/mWY7umicmmgRuSnVuV3xZI0fgpY7gjQHcmlziqXtuFMC73VahMe9JFzZr7r0Oq08uWQNeES0+U2IeSpoGGRdpuzTiukprp4dghXbgiFnskZQki6VitDJmOJ3Aq8bghPpoi45ghZnmXUBeysymkBKNJZdrp+MSYXjY3MWhpixhoPfWzAmmh+FuRE8VdjcemOcGpn/mzA2qpsZs3yvJPDs+qrBrPVjixfFgBLxpL/MMrXi+Dk/LDm4zhtKPZs2wYtsk7lgnpo3fxD3O5rf/ZC4+4oj3NpBEjnWHkU/zHsh5jnUBnuDLhuqGbdlZFu2OKn/nLbqB7MHtkKA6CrPa7kOinv4CIIvkZZ2rWl7U7VN1UApDbd9KbN+Q4t0YhswjUzquxbqRAy/wahrP5OAY8thhruOdPvS0s8+I7vG1ZqCKfv85abB85g3exnxGAUBq9hLWbeUuZwoyoINmbHnUPCLCRpan0KFfiA4Sbu0x1ax17x6CoIEnbpd1Yt1KjwhnimFCiBk80AxgbwoK7dHgcvg3Du3KaZ/WrfpRmnETgBTR5vpYFyFSsdHL8A8Kkh/0SdjavITZlMARFA3FuS4sj98gGfDROP8ctFUvngYi0nkFoj5USOcwA7iA2wbwNnEw6p8Avga+7gCAuY41sG4z/XMYQIaWHUrcDYbgkYdD1P7dqGdC1LCBPvarKJ7eZcDAwfsOVaWjdRHS/qdD5LCMGuKnhZLWQtG1NfCjEZCMTucx5v9SMDldWY8sWe2TsHI1jFnYTAdBzPcPd1gMxlw/XpdVlrCGWn8nqSk8hhIQlA7pebkwJw79Zlv2hXs4aAdR77pjzmLMWmxYRoDdpx9JIWd2m3y3KPdfze9autDiCndgjwYgv57SKO92IzcmqXbFX66q0I9j8VxBwhM/kIeP+ZewhbLxBIulhEJ/hFt4jic8RheXiR63J6X3cVstbZdthNhxOWSPB17nh2o+eCUHeF5xZisZNr94uJ5k4hhwiZYAAGYNysXvmiS7eLt4Dw1hmMw4oOGPS9wACiV4gGqDyXMOiChvOfF/iIePnTeQ9xhszAUICEr3eocACn12v6pfp9tPqLL8NGd/Ji/xEjWpoKoAATb3Oplwi18ABeRl8VL3tolAhQRvsGfyvnIEgJkHuyHGmHID4P6OO9N/v9HI2/l1/ddug2hYpkh3xhB4wB4IAy0/FnZfyzU1UfKXDuvAAFoFed423Qy7IVUoAQgICk504mX/uN5ICxz8rPd0r/0XAiiZh0l84ALSX12Ye2i7iACdh2ZVfrv/D2Oz3euMT91HP8DdmACYB9Nc2AyR7xHU8VSNaAwlfyg/y8VX9+s2wKv798kFX7Qqd8RoN7r6/u5Kd74hl/uXwKyz9/DIMATcL2qHf8pCUIBQCICRAQCCho8CDChAoLQtCgIADEiBInUqxYEYDFjBojYtwoseNHiABGkixp8iTKlCpXsmzp8iXMmDJn0qxp8ybOnDp38uzp8yfQoCQ9eryw8CjShBAuPCTq9CnHix87YgQZ8QKKChiSck0KoSnUsCHFSiUbwCpHoWrXsm3r9i3cuHLn0q2b0yxFCRC68l2IYIIECXgH/ztV0GEgwg99FwtAUCEjWsJEI2+kLJaq3cyaN3Pu7Pkz6NA+RUoOoECCAguMVx+EAMEC2NIaJUywEMICQYJIFbNeaOHCYMuyh4cVbfw48uTKlzNXTnr4Bdy9p3d9nSEDAggVBCLQjdD7dN7U/8Ymbv585ebq17Nv7/49/KfCLdIGT/0+/sUgQBT8QIL/ahagNyCBGsF3IIIJKrgggzt5NN9zFVVAQQb5WXjhQvsJ8AGAXcFW1oCRQVjgZDJFwEABDaq4IostujgXiREpwB2GNV4o3kIZCBYjj7IVQMABESUAZFoyPUBAAy8quSSTTTqZUnGSndbBVjZayRiOBWEAXP+PZo0oW2Q/BgnRkEHaFACQT6q5JpttujdRVT0qoMF29l15Z3/ldbmnZCCJeRZEC6R40wEEnOUmookquihdkB0KImEgKVCBnXgull12FkzAJUYDPPcln17CKdsCRFbVUqGDptQAAQ8w+iqsscp6E6ChEnXBBJtesBee3SGQAQV6WuQpRWiBamuMaP15VpkrpbrSjwPMOi211VIbFbLYQqWAYRVocAEF21EQQGAVdBDYBRtEKhGxxT5Y2rHZTlSqmQA0q9KzK3lAgLX9+vsvm/K+W2C8E7U7qnkFi1qgmCTdm1K+KjlAQAQAW3wxxg1GCdWXCmcLwMHwCkyWZZQ1PNL/wyhFnFKpBmT8Mswxq4fwyMmKFTJeHtcM6VQn25smSQ0YMPTQHBBANNGHlmS0zE07/fRmEcoHp847e4Sz1QmLWpLPKRdKANhhiw22qiQVqjTUaau9NlBZu82uowKPJLdJXQMNMQFlo4TmAWz7/TfgZ9Y6+Ns8ooX11FJVDWZwKdndN755s3RkkoFbfjnmJw3Mc+GXAYp4iJ0Xq9Ljzkq+0gCnZ74663+LnrO7UIH+etwki8RS6ZHrfRIBHrT+O/BqPxo7gYsPODuyxk826ku54717SREQ4EDw1VsvM+FS085xRjgrb7PIMjmvsuooGUDAAterv77F2SdOnMJVd/o9//E010yTzztxwAH7/ftv7fa0Z7+nIK9H9DMQ1fB3N50MiQH/eyAEYzXAAN7MKcY74PIskpP85YQBBEhABEMoQjdlcDgYDEsBg6NBgmlQJxwcIQxjeDEKSiaFNIxdT14owx3ysFruQ+CeKAMqrC2uZMWDzGgc4KoeMrGJ17ohAZF4Q5A4sYpWXF3oaoceG1Lwil78ouXq974xyoaLtAMjGtPoNzGOzCpuhIgZV6hF+N1OjXa8Y9qkWMIJCpAscRRZn/AoyEFC7Yed+2PCOlZHQjKykTHr48a0xb2KIFKOnCuOIzOpyaZZsGDGqyQQK4PATZKylJzM3nwu2L3kUQ1tpv98JSwxpjVDrhJ8LYwlLnMJs+HtiVhCPI8ugynMQvYIlCUcJjKTSUxImqWSqVQmNKPpungdzoK3lCY2s/m7jRxsboDSJjjDCUNpibOc5hznOdOpTv+Rc53ufGfr2gnPedLTb/KsJz7zGbN76rOf/uwXP/8p0IEyKqAEPShCn2TQhDK0oStaqEMjKtH3QHSiFr1ociqK0Y1ylDMa7ShIQwqXj4q0pCb9CUlPqtKV1iSlLH0pTFEX05nSNCYurSlOV3rTnPJUpDvtKVA3+tOgElWiQy0qUhN61KQyVaBLbSpU8/nUqFIVnlOtKlbTedWscjWcW+0qWKX51bCSFZljLSv/WnN51rSy1ZRrbStcM/nWuNJ1kHOtK17VeNe88tWLe+0rYJv418ASVoaDLSxiQ3jYxDKWnY19bCMXC9nJAk+ylL1s5iyL2c0CTrOc/azaPAva0TZNtKQ9bcZMi9rV/ku1rH0ttVwL29nCSra0vW2ibIvb3a5Jt7z9LZN8C9zhtki4xD0ugyqG3OUyt7nOfS50oyvd6VK3uta9Lnazq93tcre73v0ueMMr3vGSt7zmPS9606ve9bK3ve59L3zjK9/50re+9r0vfvOr3/3yt7/+/S+AAyzgARO4wAY+MIITrOAFM7jBDn4whCMs4QlTuMIWvjCGM6zhDXO4wx7+MIhD8CziEZO4xCY+MYpTrOIVs7jFLn4xjGMs4xnTuMY2vjGOc6ycBTAAhDqmbf4S4IABGM1QJ4nWj4G8wLEZ+ST7SvJs88eABiQATU02ycSUC+XV6hAAYHPlSFq2ZdZ2+cspYdqYUVvmK5vEgz5O82jXDGaUEcCBcI7zAkti5jPz786glbNKzpc+P3MW0CnJMqELnWeS7BklT070Zg19ZAIYF9I0lbRJWLVES1MW0yU5G6cvm78GHKDUYCv1Aew8t0WHmrH5Ox+TF0i5Vnea1SxJHfRoXdgur6R3up4sr1MiPer9+rHBLjaeIYds2AZAifgNCAA7"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "可见，量子神经网络 $U(\\theta)=R_Y(\\theta)$ 的输出只能分布于布洛赫球面上的一个圆环（尽管在圆环上的分布是均匀的）。类似地，我们考虑包含两个参数的神经网络 $U(\\vec{\\theta})=R_Y(\\theta_1)R_Z(\\theta_2)$ 和 三个参数的神经网络 $U(\\vec{\\theta})=R_Y(\\theta_1)R_Z(\\theta_2)R_Y(\\theta_3)$ 的输出分布："
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "outputs_yz = list()   # 储存采样电路输出\n",
    "for _ in range(num_sample):\n",
    "    # 初始化量子神经网络\n",
    "    cir = UAnsatz(num_qubit)\n",
    "    # 在 0 到 2 pi 间均匀采样参数 theta\n",
    "    theta = paddle.to_tensor(2 * np.pi * random(size=2), dtype='float64')\n",
    "    # 作用 Ry 旋转门\n",
    "    cir.ry(theta[0], 0)\n",
    "    # 作用 Rz 旋转门\n",
    "    cir.rz(theta[1], 0)\n",
    "    # 输出态的密度矩阵\n",
    "    rho = cir.run_density_matrix()\n",
    "    outputs_yz.append(rho.numpy())\n",
    "# plot_state_in_bloch_sphere(outputs_yz, save_gif=True, filename='figures/bloch_yz.gif')\n",
    "    \n",
    "outputs_yzy = list()   # 储存采样电路输出\n",
    "for _ in range(num_sample):\n",
    "    # 初始化量子神经网络\n",
    "    cir = UAnsatz(num_qubit)\n",
    "    # 在 0 到 2 pi 间均匀采样参数 theta\n",
    "    theta = paddle.to_tensor(2 * np.pi * random(size=3), dtype='float64')\n",
    "    # 作用 Ry 旋转门\n",
    "    cir.ry(theta[0], 0)\n",
    "    # 作用 Rz 旋转门\n",
    "    cir.rz(theta[1], 0)\n",
    "    # 作用 Ry 旋转门\n",
    "    cir.ry(theta[2], 0)\n",
    "    # 输出态的密度矩阵\n",
    "    rho = cir.run_density_matrix()\n",
    "    outputs_yzy.append(rho.numpy())\n",
    "# plot_state_in_bloch_sphere(outputs_yzy, save_gif=True, filename='figures/bloch_yzy.gif')"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "![bloch_yz.gif](./figures/expressibility-fig-bloch_yz.gif)"
   ],
   "metadata": {},
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"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "![bloch_yzy.gif](./figures/expressibility-fig-bloch_yzy.gif)"
   ],
   "metadata": {},
   "attachments": {
    "bloch_yzy.gif": {
     "image/gif": 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/qG8BcEafRJgaNm6ippA+OWGBN4FLeExh1ZYesY6h5VLihnrKpnMHJmc7OZmLxnq7aAA/yIFI2U3SiFwMIEwHdXBuyIMDoIcLqXjZFm+iZnMI2JrF2IEuhwBjlmBIlUaWORFedQD71V7E5ErbdmtpVgCFhJzg95eSJUvNxoF1tUqRBpz0dF6hxFaD1gA2/7aUv/ZghmlzMkZ/tCkACKl4j1eVFxaNnYaAa5ZIM4lJYSdVjlicCbGSS8ZrbvdJSaWCAQheYulScvWR49aerIdvbJVS6uSHWUifk7RYrOV6Y8aBCulvpPiUIVZiZxZw6cmBphUBC4AAVLZJOuUAjmZLRcmfBqFQQ7VwATZYGGZq5qhKYzlJfDmdAZijoGR5fxSGu1VLJmZqAyAC9chUFwZHcLSkDMmjaKh+S2plPilZD1dmpiViDaCYCHprMNqfE9lRWbZ/T/ePf+icaahoaAikdcSCVaaXPaparEdcA1AB4+Vg+Nam1diS3Xag+RVdL7mkdyhLlRmmA8EA2bWWN/96ZjBnl7WHSSaHUV3Wph9qjWNac5bqUj12aPOUUMo3TahXV0bnoaAqoPv2YWlKnS1nd+d4ZjCFqASRn5zIemBliBAIaC61l5sqdbHGkZDKgT0GV2U2AAzAkdEFAQ0VjRx4XaPJVAxwVFBKnpOUZAWWT6J2W14GoPbGnwbYTxwWAeLlpRsVi+7nAHMWaRnaq6IGZxKZUCq2gezaXLq5q8fUXoh0mqbqmx8WrPRXgzBIXD46S8gpThVqmRvqT4/GYSH1hPGXpS4FAdd0pXUFqEc1p25VgnbEckA1r1+KXOj4S/5KjUeojJnVpt3mk8CqeNlJZEYZqdM4UQgZfgsQn7X/VKm5GXgIpax2dKAh1VM4GoTJtqZE57EBS52OFWPsqpSZKgBGqHptWldlBnPo5a8vuZAaOZnlaWiMSXEjWn8BJVk9anMMmm6o+pYu2quN1XdLarCaeoE3Bpxl27SwiYY6VUcOQIo/p38FkK6dSFGpuUe4hGrjh7ZceWadtUlVt5MwC3eERK4fa5P0B3OLRU0je2ZLtX2ieLgc+Fz9SIboaZudZpgulX/HdXzX9Kxai5E3+6LRJpe3ZLbm95O/xKwXFnBzK6OYSn+MeZdKq7YIhX3TWq6KhZq4iWn4ua6pN7uTK3kgZmWEebXH9E+9h2BomrF3xnTrCWnZKlWgJGoB/8e4LrWE+PhLw0t/S/Wo9AdeXwu+YetWtFUAVBUAdfesQzZ2aAiKO5t9EsiAfQZaHvmqbepV6FpIB8h64jpesrSIOTlX6+tR1VVzkqcAufuCjaVOx5ZkKulaOEt/nXWltopJUFpbl8uH00its8dhW0e/tVRcIAmd7pq7EJUAHpeqmgSQOyZqBnsAp+lWsBthMIu3S8uppxp8ytm6kkVRaNhZGUyaM8VpojZOHOh6Hki7AAhl0QaErGd/NelQzTdrf6jD49TDmxp2kZWwVsiu8pQAzVV4TKeQKolIRai/dvtRT0nCpAmxCBVSC7eMMIZ3LFa6guxSVkZnRWVlJRy8tf8UjVqbt0NsuLyIwiLMrs+1X1QWa3+HS0mGUeJrwkj7yLH1TgloruooXvVogimJU7BUEJb6S/dJli+odPa7i6BUwaSZZxY3mlWYyC51YQQqpboLtZ5sR5DrUq98w6Dcy6pExkf7afQ3gBK4usj1aNA2SpfKRzTSpv10oJ/4o9VGe7HcaJm3UGw1YbQJtNLHsjH5vp2FzhcGwloMAVRWgcmckCYVfxZYkUxZulh4sm76ZKHFTBWbzu65TuebZW8rjsakxTY8TipJTCzFzS8Iiod7Ye21rqbaSsVcz0U4dLzMm7aXSxvaq7T6vqRJAEmlk8tbXhrqdG71XEf6yIFJviv/SYpNuqn7ytGipm7tO8PtWJ0ACHGL5NG9ipkAKlLMDHBLFnCrmsP/6tJJ+8lDjGMewGHVSFpa1cCT1Ml8Cpwf2IEtDMrXtYZqaGuozGdfpL5MFQEXy3oguW07+4LHfEchNa3gaL+G1rSYRKGNOsTeKQD+Z4PH69aSC8pl9ayUyGio1Kb85MgZKAC1tVh+GXz9pABTdHnM+cmzqYOs54TMzIMSR0hc7Y5FmIW0qLyHSbqbKmmNNXzDO333XM/q9m+wu0YQxqzGW7TBjJHqtU6r1ER1ZVlYFnB2OXz9SH9hiYa03MG4GqqzJFssukn5122FBtKRfIWs11wv1r46zXr8/5ZQG7pJclXObbq91RrEKKZRilqM2aRE1M1vtNyzOWvSOtxuWBaVfIpIl3twQRasE/ZiIjnYC6BHBYDO2Y1mGMWZyZzTZn3eDBeAw8fVUXxMfjiobjrZIuW/KdSqdxScoGTg6tq7OnxNotfXN1a1vRpwTQy3nxWRbGVzfuhkeM1UnVqzB93dbsV3LlVXKTd8BiCJvDxNWFbStWll0qxoPrTbeIuZkzx/R/2QZalYB1fMB8fLHH5Hj7yuf3e+AzACu3Xj1Iix5Y2fWSZMo2pLtoy8swSyoWxH8AdelvfB61TNL6R+agld32yd4itXBzDXkB3lbF6EtTXj9MeFFxZdIv8uWVu+tKUk3498t5DNl49b5obKgWmFaxVairH9fMe3nTt30TKF4WTWMhqAN2SBWtQV3wl9oih6TMzK5yIqakJI6FqdSRs94hVavIbLzbTJyzse6DjOgXD2noStUg0gZHzqV+9KvBXqx7E6MWKSJLTCEGoiFtHqkX83mj/s6P7ZsS+tWDa34ocJ1zic0E8JhWUW3AtQZCWHyI6qpi8IAXA2a/cY7LgKvyEZwixllz/W33RJyl/G2ZI8Ta67MNFeJg1hJ2EB07oOrx2pjP20ky3Hft7MVHooR2h4tt69ZAzg2odWtiH1iytdsgSdkERp7+WuqoqHxscN03Zsc5XEVBP/pdoHV27yBjHIMgEabhCCAhYKeU20CHMHIHmPhN6/xLheZQBdCqrPBMW1LsxoCMCtl6kwt4kgtmyTOKcKKNEhi05Bi/Ijz43F/r3Qil38976YBanOHUp6rV/QjvATMS9d8eQl5qfGpADmDWhfVeD7Dakeb6lHzfXNrF/GBOZuZVqX6+wZfu9g71gK4GhVaeOgR/YKTU261lJP33E36aJvTyvSDhGZcilZse06W8TrpHHXlABUpvmWmn/jDfgCz7tLh5nczYEaG3xifr8sBfVLy+CPvGDmNYH2O5QnWPoNzr1ZaGD7STAHP+0MkS+rgxXbKLTnZNXAiezu2tuxv7QQ/yb4u5R7D57p9Jeg9LtS8pvvvUoAXr4AJYzGE2WioHzuKJ3MVtZUDQ/egvWAFo+/TF5HN68wADFBAgUABS8MLJhQ4cKEHyQwhBhR4kSKFS1eBNBAwEaOHT1uZBCAQcgAAwpwPPnRo4EBAVy+hOnSwEcDMW3evLlAgYMGBHDCTNAxgQKaP18G7VjAZgSVEIw+fRATwFOVGxE8xZr1AMoFWW1OdakygssFHh3ABLu1qgAFBw74RKDS5kyPCmDGXdsR416+ff3+BRxY8GDChQ0fRlxQIEGDCPdqkHAh8eTDavN+xCuggM8ABBD4JJo3QVaNK73iLPjTM4KWYBlc3qgUK/9SASxvfmxgFOzPqGRbGiVQ9cBp4jEzxy7uksGBBsc5Xg0QWuhNAg0MOPhI0mVwj7JdDkBAtyNnl5YvI6CcXv169u3dv4cPcXHCg4wxHtQQXz9D2B9TdvztJZPyIg+tmGjjaLTkshJPAPKky8u7AHbLKcCXFnDLvAIsTC4q2mx7iUIEO3LqJQROMqDABWESqzjnPuJMpeF+GpCjGVn06MbXZIyJqf5q2y9IIYckskgjI5qvMfssYLLJJhcS6IEj3YNgLe66a3CjG4FqC0LNTvtvIw6/Oo0AzswTc6Qsq7ILNayOKwCBA8Za8aUHfESJOgPCTBAmL1VcsUrMiBvgsrP/XOJTgC1vAs+AnpYqClHMurIp0bUSmDJTTTfltFMkHQOgvoQkILXUUhfiQIIMPKUs0Q2VY2CABA4YDTuPcjNKOgfGxOlKG+sEarwfCayz0ByBhekBW6cLVjiYyupuwQRQ5CxRQI16sSMFAnxxAQpPmwrNjVwacaNrSyqtAEs5MoBVd9+FN17EkgwV1IsokGBCeQkbsSapYCqto0UZJUA7rfz7Njlfh4VNweSypTFWrx7gEUf/HCZXpd8SxgnNBKaNlrhsIRhgzAahq/NFpYyF0cDybATvrWXH27dmm2+2mV5RMQrAXpz70omjBniFaWEBWmJgJwUMLm43cQVANoCA/1FieC2mvXq6Y3aJTjZRjI128CY8SSS0PxBPg7Yjf3s9gDVkAWD5uQCeFsCpBBpoQEEvk6qKgJ//BjxwIXX2maIMJOBAcIwY+M/trBBkaeywf+LYJqMHTi7RNbvrD3OsjMbVuJCNeuBFC3f06OoABNW2OMmrYvQAAxQ4F01Ko87K1zanFrhBA9Jm2AHFhye+eMIIt8+iBySYwHiJWOfoXJtGtBT3qV9Fdu+36Jp5o71VCr24LG+3eDyo5kbpaj6xtzwprnvtj3yRPEL5wD0PeD9E3F8iIIHb6ZZR1aLnPMNMQAMdIGACO4W8vUgABAosyAAaUACe4MYr60od7hJwHf/84Q51HLEQ8EACQJSUyGWqicABTqIA+X1HJfW7SW8GYKYJte+FjJITnZLTHw6tKX8rAk8DDqA64iygXGvZ3I8OAEEoFU4iDmRiFItEr750QAIbgCAJv2SUGYJNJUTMiQIKYAAd7o86KSnA1QjwHzplqy5F/I8BTHiblpHOK+DZCf3MyD++mQYmcevTU2bYQhqFCYZo6x5sriNAjnhLilSkyPKaJ0VK6geSe7GABDCgQDd2JHw20eLodDM/ge3xJwsg5EtGYpOWECCJxPHPgdrWEudICCe9uaNcTFkSOY1mYfID5EYwZhMIiOdsRuHd0RaEwbWwJpFK1BcTLymRwyX/rpLXdM80L/KBDygwAP0BYyc3IjnpzQUzn9nlHo/4w4wNqiRhColldoUVXOZOJancY8wQAIGE+TBXfnTJVAYQmm198yPDfJwAD/VBRi4RgtqESM+Sh02KTgaiFVUIQ6tyTJhgMI0BwJABDoBPVuaFo25Kp1E0aktsqcRfWZLNICdGHI0qM6Vo0yON7vnH7gRTAIfESgX6o4DwGABl36uaAh7qRIngK5oYherxmBrVCFaFdwWYY0l8SqtyZgV6KmnTHiuXnCwhVDUuLYlKuhpD1UywAdpZ302LMwDZ0e4pNS2QuMLzEV6FxwEdFN1lzvXMHCURhAq8KENStSqqNhYw/wHYAGMdyxBLJRJlIKuKWRdk2I1kVa7JUUsBFLRKrNxQhObqEJfeMiLOaBSon0WWTy20pt8dy5wo4RDYxFgAwN4EqRw5yxHV9tTiJbaJUppscpUrGJ+C1SWvS4oZmwtC2MaEnX9sp2a6Csi1aUx/WZEhM2VzxOqa0kufXJNd6DrGMr7kdYvyaQUcwFuu1bQj0PntRhqQQOMuBAQPWW6ABYwRocJmRhg8KbCC+L3ykislnjurR35YVIyNCMJ2RN9lugKxBgOLAAdQQAIGypGwureOT9mbhKaSTAmfMAAImllNBhCrpOVlAATsr0I2IAEEDtjHP1ZIZzgrprBgRmI35f+dWWWqToAy6CMVqJMrNaNZehZZw535yKE6vCDzOIBkR7YJhC48AEqJK07USmteLtwZzmzQACK2jAIgIFwBMADHjpmAk5xkzYRUE8h/HvACmMkRHapEQWPFXWjNapkEf24mcXpJosBYqY+UeMsB6A1svMMnHQ7As0BUS29XpNE1i+QAFQDjAsSTAKOVdchQS46XZJytGzsvSQcxVakmKklA9zq5AWCmrCIwR3F9OqVEq6XC3uhTsy6AAFldE5Qv7RIIjKAl+a2zgNKlIALYqtFYoasDYHpdrYkyUDThHCOTU1NKnZe/U40IFH09b6p6MTbnmtqk5zxLuVqrOInqilr/YyJoudG1AXsbE1jAU4G1ctlGImwAhoQ4ppKpsjvG5mJeUIbocnskanRmpEfI5xkR32Qqm/PJVKRTk3dPlCJWxCK9ZU5Rgl/Gc/3bbpjKCZbqiNRCMWvv6m54GmZn+L4lt7KNqrKZE9XGYJAzJZq2pcI3FyeZVP4Ji9lVNAQg/XOVjlooQ66o78zsXFWRbwHeOsPWFIRkxYU3QzK5yZnXXYrTNTRMFK0c5jhOJh/BCpp+4yv2JT16xPnqOP+ed5Db6Cp/IsuTpevdBQHAucW5TOga1PAAZIncPxHn2LXkkr3hZNCTe9m9h5fjgnDT7q9notjNJzX6wek3Pi1nMHEF//a7mJs0gFflrLIje81k2SUFbrEHBX7Hj/0mkdKGZV7oJK4fImhouMO7fu0tGqGfGCbIX8tZSpZIvwmO9fiBffqd1/kXIhGk/cGVT4Pee8BDN6vy/Px3dH6gRNFK9Mp8Gksrlp1KqF8pl/yLjrUInbwDDr7KCp2YnauZCkNpCbpimJhiwNuKECRSHNaDDMlQvxAMnM5ggGSyC8KCGtmLNAcEPblYJ1YiAJKaDX4TkHXJjf97LtjZH95Zm6c4rdEwj/kDt3W5kaH7iTV5raLxiPmTtARAp5cAP5sLEICDH9HrwLhTiP8SwS38mSj0CJ+wr5pQwRwspYy7lffzvafgOP8UayaQapzGax1JAT7sM6brEhd/kZUEwDhwy5a1IT+q4D2jSBRQciebCD3vMcTswInsu4x2MT8sLAgMkAAL4MJKlBcI0DqrEBBx8Ynt2zr+mQkHwLqXEDzS+8IOs7ELebbt2JPLYJ9WM6UFGIFJC7NY2qO9WZuF6UGcQEIfXL6XqJiSMjAN7IgjHLsIuEKXs8Rl/Bn7mrIxYRy5MbyqkMGAaiufuws0Q0WXqsYkixmE4h3Oyx3/qaeseBEBRBajKaNuG72vS75T+sXua7IDgQ0Oaa5hUrhXU4kKWD1IZMZ/ZJXLqK9VvJD/SBQdWsNpK5pHS8LFm72DmbI3OYm3+qP/0vgd4vAVD9Cvanwnkdsl8yi12UifrBhEnvqIMZOTbAk6N0rCzBg0A/A5uKk1wIEsyQLIm5QXT2zIE+qfBagRRLybvDGlD/M7D3sjeIxDxFMwFgQ3NcuKAaALAyCJhCwiBEAAjvSKgimTJaQ0j/QKJ/wYPbwJuiGPb4QA6KoKlFkAW9kMnHTLt/TEXZyrCoDJsfCdOkkA7EiRATC7qOk/fNKJMRrFdHqRG0G0xhNCYkLA5KDKlAqppaGOozQjsPEOwtOcp+GMYHKkt+TMZUy8M9yfchnMm4jCNdlDQQKg0by0ZNKyp/DCeVTI2Fy3R1NN63qfLDkbJdKlAHiR/erM/9+sxEwUgNrECtpKDkYczlGrRzNqTDaEzSpcC5aatuaUTWD5EK+DCQhQCwdYx7FzmBQDzvAMQZfQuk8SkF46zZJwyE/EyP6oTQKogKsENthoSJJDmsVct48QwoRhJgFMz+oE0AWBLnSMsGHZkxTRO4QRzwW1OwFpvghQALu6CYZKpRETAAfon0LcStjAyqkZQ2LanG8zo+MISW2zmgTVjMT8jrrarhhMJ+qMTSIkOv/QuJugNQbF0Xnzim/hEy2jED6RMuBakfUBzTcJuQJJi+isLvCQz+NsCRFICQyFiSxJTBF6rWLamgCtE51wAAnNpbUgtygUMa0DKjobjhxFU/8fWxB2m56iKKqdbMCOcDaGPA0UPA86spKoSY3PioqKU8I0XE8iswkevLSgJM7IZBaIpEbiyMvaIA8sPUVh3Kg0pVTlWhGwuZqs2R+zrJPTyxZA+cz70tIqs9GmuInPHCYGyJa7EUzYustO/Yj/nM+1kNW76o6iNBHpq9RdZZUH4DPKwMvdpL/o+qzARFDnXImZQNAolM5ZrQoVHVVMI5cIbTNhzc4MhEpouinRXJHTQr2nwKASzQoG6EVVoosxUokCSIw8+1Vedde+uABfBdYF4UsjNElRlauFuT6dsiD9sYzC+1MdjFbegICZGY7EgzB/Ik+Gwc8aMgrjpNd4NAr/uhHX0+iWCWGoddnMwcgzDZikdwVZv+gAeT2MGuK4b2HNxNQd2LKU0aArR8mrgyIY7eAYL8JKc1SXgtqlBxCXkDgvpJTGNBuWQyUOiF2mOWSUBSiRn3TUhv2Xl0ikGUkmlDseJvnYkMXaKiJZwkApa7QuiWWlj7nZAewb2+pIIQWWRDkkE1ovSHuK8aGQGdtDjnuA/vtMrnlZLyUl8AHbEdXQ4mAoKrOMGQk3owoPyDSlRGkTsNIYwTAgC7jarJVcvhhZm/wLsvUIor2p6UqUAGnbfUKWYHyxlIDJ5+QjyczWdlwQijlJb1URCDjNz4yAlliToZxdqE0KcYwdkQIj/y8pMUCC05JQ2qzYGwVJlApAE0f8i8eN3Ml13r2o3MBI248Y25sCCzvNqV1aE4eBQ8HdTT4J3hjaGwLwKe1QtY24yJ+QuguJ1LmCxv8IK+eo2OOkPPZ7R5yQjlITIe/gRKNjOb9g3ucVYMCIXovgTUeBVpFMSuq43Qbz1rRMqYWREPgzOaMrRixDWuJ4AO5a2I7QsmB6H+SDLwRQgApAwNQtgDJyp3LR3VGKCUwFRpnNOrM9pdLorb2BDrY74DfjGQ2A3AEGYsDIgAewXIZwVgEwz+LALOiziWhExAazUOBS2P0JmjhhRyRuDaHNi99FAIZDwzKktdUtCapDmdTVjP8AEZdSc9pTBdLsuuA1md+bmBXW8NMvBhBqy0BJTYrwjYlEQS+1qYgA8GG6C+JC9oshLuKE8MIWXpC/hS1y1ZKSyV7lGy6K6w/yGJuaOA4v2w5rPY1ybGJWiwmjbbByqQkn9rgjfmKcUFUEiABR1h+mvbdADZ8ptiHRxYqTO8lmEQqJEGQLIGRDFua+GOIeW4j++yzyqs4BoEu9reCi9T4/uYywCqbhWA5a6eNJ1mAYNcFLe5rmkg1xobIUIx/DCgkzPiaGurAH3ogFSEl2UkeAoYmI2gBgHuZ7FuIHMOaCQGapoMo15LDphC1crqF6pQm9DWhGWZY4tpMFMZrtOgD/cdNc6yKAvfmrzHIhYi3VdBWQLXaNCCCkwl0rfcw2rIirl1gTdQ2yDXiAYMbnl+aLYtZlzFjjCr5iQDUj0po2tFINq9yJR6nFDM4J8gUWUPaK49hJpk3i0/itRtVQCxW1mEBBzmDnLconfWzWZ/mil/iehICslobpsAYMDngAzhJRAb2Um1qjQNqyy/sjBBAipuEYno7FrisRo2Y+7Oy4w1uQ1xy9bj5ajJ5GjTYlVD5RlfrF15wKlgZBsXbsvmBEuUSWdeFj+m3fBlsTFWHa+kkYsFFNYfu9w8PrxN3lRj7JBjYaWvyJ37odkKvpRRy0rrpbCVq6FniAxn7s3MYI/+RUbV5q0k0kKknu26ghMwvWr0tjKLlMpvcBG440Dzl5i40GkNHeo36eK3vlzURNjgcOHwxZF0Y+Xyx+2LxIT/mFgEErgI3V7fWmCPc00l/pZGGpCqZxZwTo7SZGo5SeNkgmO5vIYz3mCHN0v2ymH+o2o/4N7Ics6OZDFv6Gb1MklrJxn9ip0a4dXc24ikPUDPbmcIp4ta7SKFYrly61qmFli1MCMdDN6LxY6urEbkLUbq/tqArvIhkx8P0p2DJckGQrLw45RNBy5KoWRYd92tX+CI2EkQ5X8oVQ5VjajYQhvjp7Ju8IcTmecOMe7upck2psOu70CkPJbiu5cTO6G/9nfpgsVciXxEaveKZZiW77zXKsyTKxWPIlD1KPqADp8IAgwArhpF7aA6g7BPDaCFTN+I+vSYD7HurqxQkRYuiscMXtOwspARYYpeLXBhYZkZ0sgU/0lR7s3Za1eHSYcMbMrfMO76TcGCQDuu2WGpauCKYHsUVeJhtxyQ0GKJCflKO5MqZapRGqS+CmQWk1M6yCGvOBHdU1oRPYuBZPtAqXYuSb4AAR6A+VPnXdNig2sQlWvwCcCNUT9ZX6Kcw2dcDTuhY+aXFelMyctkpFH1cbw6CGRnbYsvRbRg4MjpCb0MfSpeGcADEq4wAKeAECiAAEwN7yu/bH3j4S7lKDYfX/DqA6h6kaLSN4Djnv+11xtA2AsQGqmiI3b8X01FNd3Flrmc3E3zj2eQ/QCEiJfXV2myqfvBDF+iX32OCQgM+Af6XPhM9tOiurmDgBD0DyE395jGel0Ii4vf5WNjO25t7QDNqfhzYvC3JGlFf5oVSA5vD1O8qq/sBTmzuipQ6msML5MB9ans9tsCr5C+ZqGIFDpkSWDVI7d9fiAJ9RuEeWZEr3BUkm2Vh7oZH3q8cd21tTRW88dBS7GaqKvpKLDKCADFhBhsFmtBfrKLQL1415AfCAFCh1uq5O3mHi0H5w3CHlROtXMtyIeXKJlKcRJ2T0JQ1EH4RulOA8w/bg3zAi/86AVO/5DLXQ2b5RDrpoC5VQAcjP/Av14HSdScrHZ8yCDsyPYY8Q+qF3Ka8MUMuo7LYf+cF35NiK5o1/wsBfERIdY4kG0IRuwcUHPRSxfe3SftTqDBqMCQjYq6VDEz7xABO4CcV155JT1XkGCAACBxIsaPAgwoQKFzJs6PAhxIgSJ1KsaPEixowaIwbo6DFAAQEiR34McGAkSgEeUqZMwECBgQMDStIEQPMmzpw6O87ceXNAA5EGGPgsWnJAyJEFeho1SgBlgqYPbOakipMBSwQpFTTtuuCAgwYEdmpl6XMAS5QHcBpI2Tbl2o5lUTINQECBAwULeCZN61doSqI0E/+khVDyKcsBGxczbuz4MeTIkidTfkhzwADEI8d+RPp3JUsHXUcHsEoTwkkBDjiTzok2Zd3WPxWIVBBb9k8CrI0+wG3yL0rBvg+nRNA5QoSeWFM28Dk3bXOay1H2Hbm3Y9oEBN6mHEsb+N8SQFbqxbkg7W4ImulWbu/+Pfz48udL/sjAgUgHCQ4Y6G/AeEkINMAdSifIsAMLIsk03EcEHIDAbTcRKMBuDD6nIIOjmRbAAkEJYFtR3wkQVVe94SYicBVk+FF1IvX0HIkoCrDAhjSl5ldcAaYF40dpyUhdAOB95kJRr3Vn14Qp0bckk006+SSUGXUEgJGbeZifYTqatYD/CSMZsGIABAKY03pCgRkmS1+eOVqVAiy104Qk8ubbhX6NmWGbIo1VpgCCJWBAAQv6xCddNxFm1gAREJClR/il1GJxQv51nU+QBlDno1FquimnnXpaX0c3AndnaXk2V50HKWRYJ6U3YXrmj9GBWaNOoopEaknTKVWib56hdKV1stGaJ4UBAFsbbkmOxGhnLOW4wFsLlglpmmk5oOxIcu7EwLERQCDpp+GKOy654gbAFLYpiUbTc0vx6YEMEwwHqYo5HZrSaH8KYECFdrHUb1MOHiAcaY7+qtO9hc7Zq4dD+YrhmgYvi6maslXgV04RoORAT+cBGUAESTVAbKQogTiA/8Ee5MAAAglE6OpWexGaabk123wzzpGlVkBUP1qL010NQBhAwiOdYIEF8srmYwIu/+TsWQTsZWu/ouZIGoFXd5UkV2SmxWuGjA4goAIAM6jriEWPpDVppp6L09gH7PajnANkaStLLh9QgAHaBhCDCC60SnRIDkRgHtT+gpdAzo07/jjkCR3rkqS4emQa2iJ1dMEDGig92rFw3bRexTndmGQBPyGAwOBd1UlwUxofqVOLbOtk4pq5X8afAkRRK8DLXSXMd35m0wRp10dJnBUC/XbwwAafe2Sr33J9jd2opUW+Pffdh5tn6ng/yiycxX3EuedGDQDW8v/+lEDzPokPm//ukNpelKiWl+SxmWAzGAECDqc7n6SlAARjwAHkRpqvKOB15glKoOx3E5s4qGV/qRjnovc0s9joeorLzpS8J8IRklA+soPN/EYSvJvcZySWQ5/0NqiU/KRpOJJaIW4kaDqh9GsBq8Nhg1xCGtzh5mFvkk0FgVgSSGlLVMkbTZJK5xH+iQRSrWOhAgrQvgNkMIYNSkvr+CSrc+0tbx0hAFFKqMY1slEjmRPAb/5SvQgkEHaXQokUSwLDnPyIKKFLXRGFlEffWOVHApTQ7Aa4EyLKZnnrYpPEEMCfA1yxJEUD5BnNGAAGEKAnCcAPv26CsY/YJHRiyhdLPJA+nbwxQsf/al0U18O4NtKylrZMCEsUAAFMuclvEDilRzKnP4/skSZpUVGdntgaIVWSQW0aZCbdokifMHKBYCSNz0aSHLKMxAGt+tFQ+pLARPKkgKJ0FgF+SBpMDawkNWoRNC/lgAKAaENR/Nct86nPNlIxJn6x203wRim8PVInxfTIjs7FkmYaxVYcQ0ADmUKr4QyANgVQ0UQvxsFp5qSaRdmPywhlvJxISgDD7AgDWhe69rEEkwhtKflAwpJ6IfEv9wtmLmMzUUtWyy37/ClQu3dGl9QpUME7JgO086MCIGCegsJJFz3yo+tAq3gZOp0SOcouD2qVJh7VycNGlJaseuRbJb1p/07qlC6FeQRTygyARlHCUJ9cADTo6Qz5xpaY1hDIAEsNKmADezNjssSOJSkgcFqEw+dpMKxaw8yZMjPXrnYEAglQACUVKjrKehWKodnsaFj6z9FAoHY3LM1HxHcbYLYGA53DwPy6loCkgMgjakMrwhrQgKhgCgGC/S1wO3UUEOokmyUVAG47wtgA7LIBZePsmnZqlwRWKKxROeG+jKLRoYDpq3DzSwNCwtSaltSwO1lfbQagNpaM0SOEumIFJ4sTDFjAcwNIV3Owq5qPLNUos91Xv0imgOASuMDx6ZCbSHVX5i7gNlQEr0h029KmLPcykkxATKHLIGA9MXR7GVv8iv8yoZGScpFe8YtLc1hSstIOLtSJ0INFkmHf0Ddp5/qdSKICKdYQFH8toQm2DmDgIRP5MWh7oq0AeaO3VtRN4pMT3lLskw5QYANfVAqLNbwTtbHGL9wNWA2lu7Cm/CVDaoMUNP/0H5/Y5L4uPNeFdXKs5Halxhhoa2KJllCUahKsXO2IcSFQ5EET2iJWLGQ3Z2Kr9h52oe7NSmuozAHs4VHLK+JaZYFD1ldlaCpstu3PnImisRjRlRub8WXMW9y16UTMJbFzSYy7IGppK64CiI5030scvzCg0L7+NUOefBQ0lnOvOLlQ6ablmwxQYAZjlR8PLX2T9lUsXXS2nrMO4DL/+Mm3s6gkZ2vEl6N0mo1PJ8XTAiCAmmi3Fml37qD72uwX8vlQgUUh1Gr/Cex981sgQUrLIVm44GOPRJmQyjJNUPDsjywAL2JBE0pITFlb3+rRfinoeUv6Vmq2xs29HE7oVBiiCfumwSJ2S4TlC+tgaqcjMc5uptOEWYLtcuZFgSfBfdrvnfv65QJAtWZTMtnbECvgHSe5xdcWGmkfpTopxhajEVbSc3u7493Wic9z3Jkr9lc2IRMKQ2cm8pxMwN2d4c6blPWRkL/5xiihOtpC+RODGUDQPL97kYl17qricQGqnmjRGXSjlRgdxyhh+lH2ZtSSYEviR5FkCt00Gu82/2WX/aleZ6TG078IkO8FqBCh4qkTPgUv8sjFSdkt8O6PTEg0Re2M4WfyIyA2+e05SSoB8K77Ird+9JDSYtubkiSjy+aT+0IBBSZdbCEhvikUr7hseEkS/8kmrFEPgIg4lvTCBH0zjN8zTvzt3ixCOud/kfIENKB6Gco1T6x7i17o2Nt/mw+sysLh7vNP4O28GG7rJa5RvJzjFYVVMFsGdJ+mNd9Z5MkAIs5fXF9HDcfzVc2jsIhfkIhaAdnSGYVxbdzyedlHpN8DXMDt3RV26cWj9ERCgR9O/E4nvYz+xaBgXchNmV4FdoVfXF1XcAAFZIBobYwCIgxtvYUB6CBOGP+XquEE5d0ce8EPUywYylBHA2QWoP0Z9iHdToidSemEfv1YAIggCfqZsakX68SR7UGcXKFhsKiX03zE/6mGVZVEBABKA/SaDN5hLdHf4cHMcWkODqaF6A0HB9iAXY2IjDSgliGbuoEJAoREf7AbhyjRElYKcKyF3s1Ei1TP8+WR2nggTRjXiKwQGaaTyXyhBowgT6RGbaXWVrQge7lcK25SKz7HndigSLTKheQeHu6iGukaYfWhlO2EaHHUDYgAC1CSTTTiviShAl5T+J3JCXmTiX0aTjzfkVwQFn6gSBBfACxPVrEdHimRDyEAA4DhlJRW/5VEXOWIZZWhGiKLy2X/Ud/Um9TIY1RkDmtIXywioJvwoj+OkPi0irz14RaOHqCE0sx0FQ8eYIMcJCJSlt51FendznCg4wXBVR+OzhnuTm1cndqE3ACa40fUyf3UxXo0B5fxYYTFWg1p476gzvap0D/O5Pb4DE6Ax2qI05TgRNE0jY9wFg92QEf0ZFVYmlndIEclyUlNok9YngG0z7rYouQBTSe5xt7ox05AQKsQCFOZ005MwAagogZKU8aZT/4IXP11RJIU1HqsBd5UDL7RpFw6To+pZBVJDbGhVFXuREkdUVGeyQZQwAtYoQKGHDNmyE9GICMmDnNpIfRZUynixI3kSFMZFS81E1g+gFDy/wQDMAU4OQfJjePL1GVHPB/bEEAbxthupMlctibO5AnmhYqXIFxM/gVtZggNpAXBSBeIGeFoiJRWKSVFgkmexAZ4QOBOAEDoGJaM2M7MmNcGiIAJ0NPUzOYHZQu0bdROdJ1LTlbC0FQ0VZFiuCZ5lsvwtBNOQEBnDscbLRyeAF2uOCNospoiuacideEKMWVXAAXYwdvbVdoyMaZHEEuEUMtNbIAKlMBWkKUT3VtL+sSPKBPffdlZREAbPl4DaU95bqi4oNdGDlCLQArGXc5oMAAR3kUBFMDDsV8VOUWf5c6FeOKaPAeJ6eeZAAufXNsmRcBesGB4BsdPtIjRBWYHtP9nYKAUdTXF8jieapEoTyiRdFHFnwSK3XGolXpK6Nib7qANHYGbk6oPeOBKnXjACGzmdj6o7syFjuKJbhSFjTKIVSxAy3HaeRmMczna/tinJdEhwQQlti0OK8HEUw1odTgAfBLLZLUZAvhVA9qEjIznlUZqk6zPFJ4fEO0UrdTbAcCElwBKeVyVkJhkTmVmGObEH0VWTN0mZb0pNXaF+DChyVSH/kxIINKEn+KZkBjPhVAKAmXpli2cdKENeG5LLkmqsdLHG0qTq5VYWlEHaK3ID2KnVL1iR4ikXUIMgxCAyKiqljElAjUQfJIGn3xJro3VZaHnTg4odxhA8GQGayz/5GV8FhB+F4Oe3050IfBwk542K0scq7++hx6GqoZ4DXjUxbLqxFppnUdEUUlYK+zRT7YiZRBOo060C7ciEpD+Kp4WBQNEQBLORQEgH0Pa5VKICLsCDbVkRp7pxFF6yU6kENX9KUr8K81ShmMK3YpkXcSdyc3WBd7YjsPyxHc0gG+yxYu+RF7oxsWeyRK6zZpsl2Glk5y83IrwX0p4AA4xUN1ongOOFSgmV9EwFMk85k7EmJDVLNo+BqGQn3bOi6QYoZhFHqkUJ9mdYqnWJ2OuVwOEa1ct4XpBVxSOhGBMCHhCFmm8YcyORjZ9iXH5JdZt6tCMHnBcncWmreUyRsDC/5yMJO6gSMqIdgUFVVfTZMaJ3sSETlbQqg/XtlhaPmAQLiGddtWPVJaI5Mi9nOwf4kjuiBZRnJkDVMDSfoS6Zd3AtMV4ZaECCE2VXi7zYsSFCAeKyGhX4Ktu4gZ2+c3BPmlXiODqjZxQrFCd9IQWBu9wLGGM1SqYtKz38USrKFtTGGlBnslaMoU3rsmEUptuqItTPMjyNq//QsR/ucmn8iPnJl6KkmN2oGlXZE7ULorupF737tC88tHO/qj7NN8k2sphEicA0kT7aIt0xUACQmP1llUZreJNRABmNSD4YFlH0EudRtz/zrBDXMidvF7bVIcBgCO+tEaE7hrZngkE8//lBeeEnBLfCCMeU07pAFOWFZGUgOYEs3EAtUjjmbxRbPoEgWyc1DLFz5LbFI1S+OGNhtKwGRdE5uarbLbtM37E8+2HpBRFTDHsgBZx7qxcvL5oV8wM+uaOwAgGq2pZ0SAnE+3EFMMiVBStT/hqa9RJhRAIZ9BxsxBmj7BEBJwxJhNEe9aL2qDvhrRPdBieJzaYtmKrGdJnaSrwHZvdL1Zwa3wFoIzE3mpZ1gRAIAtyUuBW+OaEpD3eg5DvTUAKcupE+yDZXsVKMKtyo7VEJjfz2JJIizykWuYSP6ajloQZh2zsFVYgGyqyT+DxGnfTimQGMCfnSP6LjWav7vDtKZv/TS/jhjrTBCOTBvJU8o/xCcAwcPkIXTNnctYBEn+6iTTLrJ4wF3QoQGwmK2uUskBfsyyfoCKBM1ZNrG9s0S2ziYYlCsAMAAqIQAuUc1HMIYBNZLi96J7RohG/hQMcZpk0QD9nsuEJL7fKSPLMLuvayf5cEWzq8RR5s0fU2OcMwHpStG8gz0WzkkoHH9PpgF05LkddiE+ub8fpcEm0D2uwIfn+V4pW3Euf8dju14rISOl4nEgwI3joKAP0BQBlo10kxecxCH2tElELXt4cddeWn6V1wAoU4q1B5PXkZa8oHq6USR83ckrUS1efsRbKHUXpqdQWhZCws8tdx6synDbj/8ZBzXX16a9d3wQPK1KvRq5HMBa+Xuyy+qJWlRreQmxi0/DNQuDBAidYVVKuFp8C4430dkVmazabnASV2nKRXOW5gYdP86t4bg70yMt6gTTQyCdH1Q5pLOsbcUZrz7DOSmsgGRsLOcpblwQPj4iKZSxVSPKK7DYrNjRvD6cYumxOxF7umEpUuWQwDtAG+oTxYaW4UjKDvJxgVPcMJyzMEWAwQe4vkSWL9kl8JrF5qNNReMhqfCI15455d0t6K2at2LFDM0eapoVcTytUjDNga2QautNWfah/7WuGvJFh+PcMF3hiZe1e3pFS8N2+BM/zvdUbDmuDgIWJD+hdl7UiHf9U5sx3ekPACMyVDhltaDC3jPcwHxYAN45Gw/WFU3cGRIk2y+p3CbIxnuRgCLF483614MINdzRHnnBFajw4TpwqT0BUBfgdUXAL30S5i2O4T1zvTzCAZO9EVC13hV+z9rnis45OBbAOGA/Q+XaVshB5fhcWPXM5buAetkgUmDNvGivzOzYQdKRElL8ln7lydibmb240d6zpTjAWDGj5TzD5fO6K+Ul18wHABYQAznJUCgFMPHtorXcFpEQ5myRsxVQ68wZwZNPEy9nifKvmCyOlmAHHMI9Gi4yJu/qGXvN1bnvE19W4hvV6ThDIFB6Ar1OWa3kOExe3UWTPcMxPMC7/QIibho8WxaL2zcKCh+MKe9rOT2UDMVS0FIqDzBkK4Ln/RQFn4fWISAH4NFNbp4N+TNso3qAScVoaCmahSGGvCVCzi1Ox+lcbz2lPSknUOe4uEU8LY6WJ+Yy4k73TLLFERZ4MEoFurqorLU7ZuZK3FDBjygBQHKMXSUfTAFklSRa7htM1BbeXbRRrFTjPuwsT0k1e3Ia1FIbtT4i2DLPUyWjUCeVUYk2k/L/iG0FX0rHIlqf2qIaPhqpbdpqEO4kTvFkAXIZQmZVB9tGHOnbrq6u/LFtHNCsPxkyNzgG8OW5gSqD7BnnPhGMSzI0cPIdALg4lyd4CR/VwPc2+V5a8/4TQBA8EXIkn8gnPCI8XcmwCQNDqKMVAC/pIVID6BjG1J9+XinzEGwUoN8WNDP6FQ3rxzVMdfkTSe3d9ewSwmPr04HW6J45UTuWAEhtDB0u3vyK+w02DSb6x/k7Ir/1RDLVrELvCOkV4MXYWuvWeaDdFGUxc7NiaHLJxj93WRLj6HDmY7WNrmAbVBMDuQ7iBDyXN4/3BcDD9ALiX6ll9pxtABBAoEIEAgwcTCKxwkGGBBQMDDEDg4KABCAAwZtS4kWNHjx9BhhQ5kmRJkydRplS5kmVLly81MmA4swAEiDdx5hQ44KZMmjqBBs25YKaABQaKIhC6tCcBngIT/GQ6Ff9iBgocgB5gSODmgAQRhEadyZVqgAddCTAAipTh07I6ic40YcEChqkEkt5ky/DATptLBxQV4PYtXLYNHkYQvPgg2ZuMF2g12BfiXgEGuoptKxBv0QIwQYcWPZp0adOnUb8MgOAAxZkJCwuEoMBgAdgBNG+OzZT2TMkzFeymWtCgAbcAhAO1ijWnV8cDfwt4jrMB34EDCDwUepZzdYMOCENEUECAgvDJcx888bZ3cZzkgTNga/x6Tp9jkzNlvP/8/aLeDwoOogQMMOA2iFxjSCkIGCMgtQchjFDCCSmskCSBBBMwNssEgK2zmfITisPLRlRqKeSSW+C8EHVabiridNP/iYADDnDsN/CCegAAxTxjkar0DIqNAAUUOBC6oqIToACJDjLxOsG0E4oBBQowYDop91vMAQSiFCguzwQLD8WcBOsLSIQsTFPNNdls000UEzyogt0+PKiAgYrSsLAxgWrvoBqLWtHHQWOzKoOl4FOwLBhry9G/mcCascbkBhB0p/8IvbQhP4vzTa+ZMFuqTgGcFDXL/SgbKM4mBbsSqFVJxa3BN2mt1dZbcfUoAAIIAPKpBSJQ68UwBfLPIpwIQMDVwh41StbahM1UWuEMDarMsloF6gFOFQSwPCHhM6DLgSbQQISGLH2LzwF6O2CARPmDaIC9cEQ00KkC0/KAEbeC/+jL4hjId6Zxg/I1osU+y1XhhRlu2LTcvE1o3orSHYhHEAdUFqcBElwyxIule/ayiqctWSgOKDg0pxGNxGkB7RjMS6cH+J2sqGWB+tcgwsp94IIAIivyL5MHqhm/gRjgNYFohRKYIbCmShKhXfdr4CYIEjgAAbc4DHU4O4V1uqKLHC7b7LPR7qjZXhP4q+upkJyKQwd85BUqUInOuzCUVYZo1DuBIgC+ArjKdmZuaxtRT95k7vlnvYE6syjtFkg0VcAMfxHebw9mzOugJi6OZJwg6DVaRmtLW/XVWcd1xMvFNohg+xj6vL6uBGOaxc1DHpRPyPdO+SbBRc85UNQBn/9ZZ9FHtN3emRpwfNCkCcOO5OgIxFugzUsVsajdFqhg0oFQV5QpAh24vCzNClALcQZaj1/++SE802qkMxd16avbK7XZkCvFopjNpHvAI9rvcsK3rlSMW335DX20tavBbU0hMqPKiFzgs+klykTtacDQdOKVBPDkXXZ6yqiCNBWdQW0pC0jL82gyOss4z1QzYZJgEEA/He6QhyoJwGLmNJDlDSY/HHLSAJ82OJxRRTAsNOATg4KyDpQFVqEaAANmdxPuAG1cJbRTYVD4AkLFLgGcoqFAEMgZjZFPMCDcWAUM0ACnIEABB8hiV/YCQZ0Ipl5hsaDckhI7OfWQkIU0ZEb/yic7NpZpdDr5H0SS5K2d5UdqULTkUjZAgSkyzlMSGV+OmnaAAhTAXbFhVMvyUz7eETEnaZRRj3CCIi9OJieSItjbWvnDoqAyJ5K8zFt4FxzEBemQxTRm/KSWQqrtR3c/ItYiBUCjuOUHQO275DWDkslNBgWFC8iNA9yoxalQLzYbWEEMIhDOECUzf8LhXlC4NS7LlEqQlpLa0FwpkOa9pUSdy90xARrQsqEwmkXLEt2EJJjm6LMoZ3yLN5eITSiaTiAbeMA2dZIbp0xzZoBJ0P2mos2uIKBAvFxUUWDFyvyELlbWQlICEvCQhRBwfwRdoreaGbk/MgWFJ1zMAAQa/1Sh3mpzyQvAKm3oHGB6qk95kuhTMzVL+kzAohgdyJjsthqFRlAoq1qcTkTaFXh99S1INMiQ8EbO2JQuApXKKU6y1ACkXmaIFYNoCLO2RoMeBKFoHFZtnjPL4gyVsIVdUwAAJMeh+bKh/fIrUABQuYpgaSZvhepll8oQDVH1okxJJCiD8j+3sEtJDVDWDTSpE6lFtIUJgo0HGWC5wuSmgDoZ5qkM0gBusTYrNOkSSQ1QW6q8cGOJAqdhkZtcCbG0pf/LUiM5s7+l5MakUIQuZpH1TIFw9nGBayhogQKyg2hHkCaw1LWKpQAD2PGhurPeUQlYluXxVrC4nclMa7ebM/8ZFXKmU+5/AWwa3nlocHP9k8lKRwB1WvI3l8sndiEiXkXeRHprOVpHgzLEIwkGpHCdZnp4y9OtRu27TCGtff+j0F55s46WVdViQlyYAYiyAA0wQJUcFGAd79glBL1TAFXEmRubVjAOhXCIzHiTiZDyupbUsE4qnJPxXMbFZlkKh1I1V0GtFkNSCVEiF9xLWNZwMQZIKatoAkQCBZdMZZ5WfZvEYznPuST4XYx5hoLeI5NOMoh5iyAdw6EmQ5GxeM5JlAGDgAYcIFpbBMpsDjwQD0AmhGPlDJRYhEL+CqV8ZM3JmQ0iuYNI2L7gvAljQ+0jidSRnQah86thzZFEau//Pfci3XiYDFUO3bGWGbo0Uwn14MIksyZAQTRcXiMQR4NuAUOzSgsYAzqSNoCFBOV1Wd55k3zG7tqyYQzhnBsg4nXKvt0L96ZjE+6iwC/W7Z6znfczHeSIbVlx8hg2JdzhpfxPQFIzqlcq4MTLcstJaewZDCw1Ip4smynVCgC/lCJsDzdkUCwVbobZQjgm7tItWQoVr2aM4r4OhKDKFErQKHgTA4/F3S3XsdF2OiCt6TS+2EzmW5ooEH+THF0smnGVqisU3uk7J78pQTgFmRCGB2DBLvLbvmoTdJo3ZilTthJgqgyVA7RtgW+RGmFmTcsBoVgAvS6xUEbVpSEyBqgu/3c7cjUd03aWxZfoDoDEWbTz8Op1mXzl+X3xBL1YPhQ4u1GcUKLjgRDYRV6CSQABQoBjgUQAPpdzOlAGPSMKTmm93eZUjDEPr6zrBALNhoBlrjRl7Q5k5Y7F3YUxf3aR4fbttS9sIiU3eEB+D5vLE+6/9HgUgwRxw9/5C0FBmCyuT8WXo8cJkJYoSBnUBUFJEcCkDYIA8WLm8oOCQJyk7q8xX5WfXm7hUxq8KwSM8NEBYIBrHJDTAXinSgXY0tBDSP8rzdgBBgLaT3WO7CLA9ggwqEStKATO61YP80qGURxqczwNWYjkQM6Ea1xPKPgo5crCTy7OSxwPA+iC8R4F3v9qoyhsgDmk5eucydZ2A9BwQ7dcBUbiqPDKIoBAJzz26dFWRGzkCgBLjl+4ogCF8JjM6jI8Z9CwBnGmq/L8ZdCagzVwhqCc0AO9TAWXIt6YBQG4BHOuBQSpbwEUoP/Sotzkpds2ruZO5EzyY4gSIE7UJ+wOYgoHgkByreg4agPtC3AQZ9wYogHaUAAagN2GcBB5iFEK4LZ+aUAKRLjCTX1wAnWC4zcaQA5voowU4EoqMDk4hYUcj5MWI2+GyUS8kPGo8FRgA9Kyj0VwiCqKMALPkC/WDSJwa1kIwDWIDyc4ZXbKZ9DWznAYC77SbCsIcRjnR5c067n26ju0UC0SYP3/POcKkYTWhOP7rEP8eC85pswBnmMVAWOuQC82UA0ivHACWI8mSgD7DiIZU7GIbqYs6uTe0MM3eCdVBIkFI0zwcKJZiC5JHODawucAWKjV2jEAA4UEPYMYEZJ1SHCUsHD2yG4Lm8a+nA8oSHA6JKkD8wNWQgwCSGruUnABx9H9ru8gRmADUK9YRkw4HsXIQog1ElA4IoAiCkAp9MwYnzEneIdgPssa86tgGAI8Ss4IzeduJocanyshkfJs+AURnwLVTmV06nGXhuIAFEADdWIecUIybINoRoUl28yG9IagdAIDHkADJmAARKAERIAGyFH9KHAB0w0pZnLPCPICk6RK/yimOTqR/HYSmhgizGKHKhfDgaLuJuoKKnQLqcgmKRlzYZzyzgbiMb+NKiRplTCx54ACKxcKdA5g0cxQRiovzMILDfMm23TiAh7gAT5gA9rSu66RLscIXoiuPRwCaLLDpWCvFAOkElPyEYssfwSFQ74qpQygMY1TYdTNqeaQ7KaGAdavaTpGwjYtdoyMy5glN8sqOQjgxq4OeFjqFnMCNS3gA8wShsQONqNKlPyvOYgLbooCApJGyTDzSfBRJxKpfBwxhPaCrPyt7Y7zP2sFEUMtyD4FxQoALE6Sm7QPGGNkOd8z9HqyMHgHPU9EOK5INFGzPH2mLFtzKBKF6OYQBv8pFKp8bGqQpjMRQJ1yAx7Nrnbq67pcSFAE604AtEZrZTsPkaAsa83mqlQUTsQCBUfZKxMxT5S2BO2kiyddDwIkwwAmsjkqwDNHFCcytDW5o0q5KaZIL05cUdumNFMEtHcCh0bAAuVEUyAkSS1OzNAq7jdsw0bhtFYQSxqLtDhESUkOJOmYgtQ4JWBkTzgkq3iEqEwGp7JqaQKB4lFeki6xFCIcDTVZMzas84l+7kjpEg4nq7cy1UuBYsr8TFq8Qq84JAHitFQPi+nyiBJ5E0l6JfpwywGazx0VwLRAiHe0sRxRzHmiw9RwAlamtFHF6SYgtUOTRjQ104AEyyuZImD/vC8Pn1BxtMau9oW9SqZOMEPTTDVbKSRZ9iVR9ChE9ouvLIVTJBMQP7MulcSnFsNDmLMn7lBTsBO7yLI8MQwnOuABWDO2miQz31XV2hOSpFI42uNbhaNEaW0AHqIXL/AmxIssELbikOSztHViUQPOGOLP9kWOXm8/qrNJDvA8l/XD9gNpqMQPs4S/9E5JqW7PQJBeuUonOmAF0NEgFnVSB8VNxyWYhIND7O4tDFZBImA77cS+BMUzTqyl/mxVg3EmKLZpS2PlQDSEgA1dARB04JUxRm4pbu7/KG1jF6N7tlbl7PGyQnIplk48/vQ64EVZhWz4ggJ5bgJWutQ147Uw/waz9ewLlQhqVTDSr06McFAEU+PMaQkXJoLyYltyjXxpXCLgxqoyd76GY8sibI1mRYzGeVAoP0elb6eHLdhUHEOQU3PibIsPcZujNdYTSA8iahl01NC2brWWG/ODoKwmafB2P2rrcE3XPAuq7/ZDAQo3eF3iYyfp+frQJvdVasdWSlAUhRb1lWiQat2jOeAlWfiuMsDSPkr2G1PE/AJgFN+CdAmiKDwgU2DlrWSXoXZzN5LpefGK/aoPH3UXt7KIaHXOtHSC1EIFqS7RKYT3f1ciOZUkzwgofXFxaiPiTktpY/yS0dRrgYXCT1j012ojXZTvRW4MgjHLl2ADfAtDfP/96SBQ4Cpw7XPLKn2X7E6x0xIdI/N6s+qGUqsghShxSylGJQLT47NGpZnYKSFmLeIAOIhTAuY6JCcWMp4QL3khAl5YVPWCSCK4JD3MEH002G9sjHMhQj5yi0yhCO++ki88ODZAGGg4SCBYYGCEYy8DANQGWCjwC4vVUUxVd2XVN7fwhzG61QCqTS4xckocQAEeYnP64oVnDTPqkSeEOJFNIgBaTbiSSWzyczPlE9ggsfHodDf8JPx0M0IplHdCgPqSY4y9JFpQiHWXglueAkhSNYmr8Ucc4BCbjFv0LQF0S+BqJpIZFim6E3Q+1CHPymtnIv4SSS0UuZgvRF+jV2n/VzciSOoSp2LNjMSX6GYiGImGG9SUJof58HhKy8cHWESUs/KFcwJrEIBpOMb1pBk+u62eVIhKdnlXopUBUPQ8cnApUJFUQM6zkk1UIkA7cC+7mBOIjXmgP8J341AnVuVcsXdTA4BbCmQ/PIZIhQNW1MeTBA6ifS5KqTVTqsMDJk2TzZan4INIBMMDhIduAXF4ohUifOlzHkxH57igTo/tbkJqcLk5FDqE01GlrVJlixeYTyWHCHqoO8KgJ2xjmvRJHZQhbiNzT2VOqDNEdPbvKhhXPzE/HoV7haJceiAFejqUyQxVAsDhgPqmKViJWwguPy1QBNJ2YgeouBLT1FG4/1bFeTBCgG2IqPVaI7g2e5tmQ2QvOhbtVBAKdZRazPa5y453fO8MO7RaIHzVR46tLPJpjFuPVwNAgcbuNZuKoZmirk3M8U7FjYSPysJSrmWYIbIoj0YTxbYux/aaqOsYZBPYAJw5tR3xweqZM2iEKwRyenelAdJHVTfZqKQwjv9kYe8uIgcyOSZ7UEA4KosDlTQ7tXd3pKJ1SBTAfStNXEN7l56yOYj7FRvFqtHaZU4Ot+qomgQxtgkaAgBEfXRmverTr2ZqK5faRB0pqIlGi8uDMCR6VyqANUbpcf1ahTySKp6bUMY4Sy4uAlrABg4FhbL2jsdrdh+vLBSOjdm2Uv/heLgCFnlpG1+Qu/DK5+7c25jlhVkLNEvGhVMOZIZil6+8hW3fbPx0op8y65oV3KK6i2jGWCB3MFE8QAUygEOWZXMqXG90JiF0l7XExsapYkLRtLn/inM8aFd5YsBSXMWFogjX1af5C5rvgio9hEiWyIs1cYYxUDndkTR7XIOAZ4xn2oBfrHY4QAVKALD2O5utS9E2Wmi7VlOVu3sHcr7fAnWsSDsAwKIDj4C63Msfzb6eI8C/dDjI41avLC8S7ExJtsa4l7M6AFgee2PSBZyVb9XqqJxdhlg2QAXECKUP4rDz5sy69Fhj43eGyDEWwDvM+osvHC6eYkRgO9KFeNP/T3Z41Ho31Jwue4q68qaq5rSqVdI1xKVe39yzYbqiUmucxfmpJKdnt4ejGCBJd4PKQ0RPcQK/JnFUHMDYFfmujAeiCQZTLh1yKK84FmBtpGwRhUPaGdl75Wt5rezP7lCQ3AjgJ/m8fVa9vlpUBvw8EoklSVBN6UUOs7pC7TlzQE7RAyDfvwXehRin6pSmlsU/+kgomv3ehV0guGU4f7IwwkqxC50ppAY8lW22ejNJ8lPUn48i3jkofgc7JPi6LKNlmiXojFLscKkFO3OjpaQ6YNm2pEJ3wwbFRR6AKykomPQ7eKsZn2PlWT45dtu615EppAioizg2qmh0MTi4whaa/0yEoiCCu+Qla7i7s918xnk8N9THlcpofAQpp7UTAce5enXa17JekQVD3EV37HVC7DPFplvcs3Wiuh8jFsFx7wdClC2Dd87oV7wVJ+z+HZtMIMn77PP7w/0mc05sgR92d+BSvO5EcMsOAvxz8YNXxEecaLQSpCH/u1W78oH78k/aPi8ZxA0VJ8YYSDYnogT50DTgAWY2pbFlZN0T8Hwa9AbAJthZp7VRidYwzON2l36b3N5U94M32oBHkjQ5aIB/SpFZ45Q51Yy/b952dSnxlLBdJ6RZMgDCAYEABAsaDEBAgMKFAg4ahMFwIQSHFAkOiBhRQUWKBjAONHgAo4GNB/8RLNQYkqHGAABSYmRYIAHJmRdfyjz48kCClzwXIgAANKjQoUSLGj2KNKnSpUybOn0KNarUqVSrWr0KNEDPmVy7IijwskDXnQsLDOiKNq3atQEGnK3YceFIihwoZFi74C3bgwMSJNDr8AHXBiIJTuRKNiJgg4kZLp7ZU8DjjQkZziWAYCDhiGK5Vog40uUBg2AjLxy9N0BpxQ5XL0wAwTRPrLRr276NO7fu3bypxn45ksDf1DMVRJ5ssCZMBMiJO3+OuEGDmwcz2IWOnaTgmY0VIlDLAGNniwYXYPSw1qXcA80rEog7ekBcAQXUK1yJOULFlwvIH3Qg20LtkRReRKj/HdSdZG3Nl0Blx/UGYYQSTkhhhRYm5dprKmVXkHmRHbaRSTwNyGFBBDTggAL9lbiXdXexCGMA2800nwBzqVWjADe59B1BxjFUwwMXqOWSASSi9WNkC0BQIwMHeRiRfhWJGKCUew2gAFgxVfQbQ9QNsKJWprF0YZlmnolmmmcm6KBPJSa44UxUYtRAjCFG9JGdM1nHgZ4wzvhkXAr0JR11akHw45YBJKnQgV8JIFAAE2hgAQZpDUDAkRRBgIACBzjZVoCLcsbXS3lStJlCOTJ0KlsAICaeQQQoYMABGYKmZq667sprr0u16d1LySFwQKtpwamQAyQWyJOfpUbkgLMV//EpLYuAFqScQgWA6Jxe2UpE0gQWVOrsALfeaqqpBzFKH1cEHFBBf+jayC2M9ilU0JymDeBrv/7+C3CEqcolLEFtKrsXRg5klha7DFVLEJyaZkctxCVeS9C9PXIIrEKgkoTBuJbaOXCADOmrkKEBMFnWxBY5fB92r1KUYGffQopuAQHvzHPPPjN166qddXnSXm2atRbMNlocwUsuO1exxRdTdGudXWEZ80bMOoZWyOTCaPKIt4ZZXoPONY3R02thdBPKAkCwQIYJ/Ex33Xb/W7IAWUYZccFrAZCYkWopLQDZ5RYmbQcU9Cn1nxxhdCBJNzcHoGVcDQCi1yNzGDbkAf90ZzVxM1OEdkSGsxi3mwS5TdAC8/10d+yyz24hlDCtRp3bam9Nn6Y3q9pAsQMcYIACH8fY3eksKs544447lODxGzl8o0PmLoSw1nEJTpDmV0bQ6qqyFbBxAqVFrtboJNkuUQINGLAxiwwQwO3NxSebwAK0789//7gRMC/vdChWbMlb/EjSMdOoTH60Ys8AEGCABhjrOYrbgPP0hDEfnQwtI0Kg2dbHGcD8wAMeSMGsCuCABa6rLGHinWwqora95OgAA3NAvfT0GZhEhAH+66EPf+iU37HqAA4wQI4+8kAFMIcrQUOLED9UoggYkT3JcQ36iNOBB1gQLeq7IFoy2Dr/BCyRg06DjsM2Nh8PZGQj9hlPANg3psYxoCP1SRUCSqe6q/2oAWd5oE5u6JAT1Up3QCykIQ3pwshs7yPsm6BBxOdIh4gvMpFUi1vYpReHSY8tWdyiFzF4ECk6gIpJ85tzbrUSZC1kkwRRl2HC5sZqJZI+DHBYtK4mN5hM7F70OaQvf7k/MYVtVsXrz6q4Axy0JDAyVkrNHHmyEmEy5Ipp6eQEoAMBArDykzICienYgpEDpmZVqCGcAK33kviFTZzOmqRC8hbLO5mmenLiCQ+Bic98+oyXJnNbJQNQuYigxW3H6VYcpXmavVxAi9eEDpUKoDwvzgiOBSjmpV6XnQSt/8icHnBBQw9yq1Ppa14uw5qNtgmZyJwRLe7kmld4Mjd9ynSm/SJo51hVT2hR5gBLtGk6DRIBnu7yoJpcy0I38NHnJEgB/4TYjHzaVL6wSD3UWeZCsqiBpAZAX7f0prYWwMuJQSBDESWJaYgHE0AG0mRHeiLsaArXuKJpljdVCHIetSoVsuw1cJwmA4jHVGwFVEfJQc5gMRLN6xUtLQvNaonmFc1PPvWgXGEAYQygQuL0ZThezQlBGptUKvGRIpj6GJ3UgrLIooWfKfucERGgVgSZLJ4VIZwC5Irb3FboXi1VSA7zuEKeUDMA9xrAb/HExrQtSFunckveWjasCDZzJv+gBVtPpuu8GT2xte4yULXe5SnlfvYBju3QxLaWPSQRcCbqg8Bhy0IQBkQApQdZZvD4xhUABPAAuu2vf3HzzLo25D02wm7rFCac5vx0Vg1AAAM+uJF0Ek0hAwGgtkQCvxgapLow6utCQidRg5iGtq0Rb7VWdcCjalUtCWBYekSygCxhNi3vQsBvjSQfuZCopQYAiwEiCSYR94QA/y2ykadiVdlEdasviW0rw5mwcFKPrgJgJ1s4/J4CqCg7rF0aN2eExw5KziYWe4lqCWJNOyWgx4MqiAvtM9yZ5IUgJaMnRWRzRW/ZkSWQPbKf/7yUkKq0VmWFninh4hEZegSakPP/i4YNggHyflRfS6ZRZKxssRl12a40eYmB7bSqCiCnkzBiV5jmRCsTs+V3ZOsiQnlyGAikpAD6ydF3UCZBQOt610L5XZedDEPEVhY0zgSNEFFpNDp+x2tJvRmJX8yTZ2e6IKrUVldWBewSWdXKFXQOWIvHABdW74EIWBKZN4IpRybyn5suHEFy9N6GjGohROa1vXX96ir3BMQs1qVBXB1fOlZgdQWoz3mfG6A4u4ddIbDAisPM6ec42+DcJMiMJpzoy7nm03qy6fsadZBuswVYz40w2+RJ4X+HStWMcYCW482QiSTZpQtAgEzujXNA5w2gYXm0HzN7bX+jO1PUFnBZ/2NM6JVNcjIJbM+7DlDoADCgcgWodLW2Q2CVZNl4aeGUpx7tqoJkc+Z2FnlaAvgwmpXxIK/q2GPsc2Y6R4RYzJnh6kzmkJzr/chjxekAAqpl2LTFVgtLC8DXkqDhQiBVVhPws4E1q57oFXGIBi4MwW4nwSyzqRGoHKYvOHMBTJB5LOGKORfrkJ9WfpoUEU1FXBi6HGftcwnP+95v/18CVGCM8Y0A2b41kgXMt/QkU9jq7/M7tHtsP5yhZEXCXFaU0bfi2lFNtJEZJ+q/UTaYjpp7GA3dtWIEpcje1JI2ctyF8IXoYpcNvwmC+/j7d1Zcz3tfA5reUhsfnRjpa7tVGP96ArURYNVg7XEr1EQA7Kd9gbFd9HUrJCJIvBdIChBYcjYZsgF0BOF9B8FPA/BXSqRWCVRWBpQarNNd6RQBi/Eq8seCuFUjcad8kKInHcNOCWRZpLJpE5RAauRKz3GA9bVBC3gQD7BdQHZuyRV+waUqKKcA9SIbR7KBGcMTS7ZeFOFCvlMBRfQdcKRwJbFGG9GCYThTGnMQVMYQrBRkz8EodmYRTvN3Z2gRjtZGJscQPLgcarNmM1YQDtNMN8NxXxYA7jRmGfd6whZKJ+cQ+kJPpmF1G7h5yoRcLaaDpeEAUYctrjESc4I0l0JEelhfu8cvYiiKwNQssmIy07UAVGf/dRRBf39YMtGEGUCXJPkHhHaYNwNHEYf3bpbThrxYEOnnZUJocW2BLpk1MztHEiZoEHnDhi9xPHmTAKDYItdREOIzMcMTPI+ShOXhMvciEx+YgclhHPWhVntFYaOIjobEE7XyFtsFh9gyftlBYCl0EIuHek6kTeGiAT1QAoT2XmyIfUH4RuN4APXiMNIWI0kkgUMIXhRIKxXVVIqVciQBjPL2SGsHj4jYi5aXGi4ihcTGFm4DkGtRfgYjRu3xLV3FgRhBJunokv2Ddh/Rbsg3AM/1fjv1KYYmkNiigNkxKUJyEKsSdzPBjANFeXpiPvRhH44UAr6oFrrHWQRiiAYh/5L12IMWAUEVmB11kQGrMpLo1hOYx3NfGIgMISULkI8F4Y135hEv6Zb7U22dkZQBUnDXF3QJJWSs4Sc/OSTih1Nr4ZVORIh24lO05UKfhx2MsokgxR9KaG3OQkzMwQFNGRE36RAMsCIAYFXT91LIRVz9lyrZU5J56SVvaZqy01IxJmDJRCBotUNuBhxiWRF8SRLqgZgVkSC32TpJQmtUqS1/uDaM6BAHYIePCUMVoBNnM0XIkUDYlSqL2WHvoksd809UUolStxXY8YIF8RKHdUs/WBAzMzanSZ51k28aspqDOZw9cSAehpCIZwAO4AIr0JdydpLEUSNf6ZvbyC43of+LXWGGojecxdkuzyd0yOOMFCF8qxhI7yNqfDFJGgEnVhY91gdlKpca7qOV5xmP0qeTDNEA5SmiPsOhBVCRAvZ5VBZZMAecKwNBDcBxiimbaJGHurlyrLeRafccHhZzfomX/AeiHXdoBBFUUOcc9gEYLWUREcAuMChcnBGO2hkgH1EjefYSI4qlPDNkPiUA7dZmtRkZhuJhXSiResOKUymMd8eSfcNyqQFzqgKRB0GgyAEnM1iFSreTagFH0cSj+MKdbRqmxBKVeZdfNAYajWkwB5CTDgFxopelj+ovYdEffdoQjJKA2WcQmNlZOQEYv4OY99IqG0CZApimBFGRJoL/kd7mGmuGQnNnEA/wFRSHm6nKInKzkt8Ukn6TZKHTVyWQAMcTQCoJhtChPllXkPahn0CVE5DKrLwiPofBWmIBAAuQAM0UAfkTSKVRdUSqZPvpUhsBngGwARSQAqVYIib1pUZzWn8apBySAH9UEA9YEGDkEHAkrCwie1WWeheaPsrYp96iSH+lfAvoEk0IoG6xrM2qsGmSQFWVaq6qp/23izpEqhpEbxjKmN41rh2gSjNqGBnyaCVDNlsDnTDyO9QxI/85bxfrLgyKLRHlWWyxpxcJE6O0GO5EoHapfXAzGV1knSG1sEF7JqrHGO06OJ5DcHqTQK1CrYKHsZuqEDNA/wEdQBABZKNG6V3EEatbVo+SKC2/YyX0SjMA0gCc2RgtuhZ547Kf+a0rkypxVqZ1FaXY0RcRkG1jMU9Cq7cXsioDsQC/12Kc+Tgg+SRHeCWuEQIv8mTrWCJ5c6+lylIYASJiezlaI7Ecwj7JikAOOhkeCIHEUlddmB1zkj82d7cU8aYCUAF7y7oUAiwCoa2norLTg7QlVrtXggAmEAIoYLtmViLUw16Qq6ARYSiUyyWJokIOI7p4MY6IySkOUHgsUmPtCEs9aadDFmWS17rbGyEWprSX6xwuFFH2tbZcOSXYyzEaKbyWhADBYzjGO7gLgV3/GIeD6ifuxRCPi59eYv+xogIxvaU2aBdT3EvAu1F6yosdjVFJWSceLmO+YHq7XIap64sd8AuEpOKYIDcnV9sVKREp+aK+RypeosETHhAC9VkRs9sVfXdpbFFt+lPAMbwbgSmPUWVT+usQHnk12lRz5WYnNVcBggsdc1ZxGSR82+Q29QJHmKKe+/uXZUm4hUqHO9mOtoIRJ6ABQKknMxlnushPISrDYYwbDjOUFAkW6fqUkTF9OkzBflKwp5t59TgftEh7a1pfsbuyHxa8J5i/1biu0BGzMJQSBgAqP7k58ti+p5gapUVg5CPGj2wb4vsyqlJWOQI/IIIZC5mxwEGBxVIdi9PGa6E2yAqIBsH/Ls2YtQoaJjT8HMqYIHN7l0+8FuLyNRIXg32cFkRse5DMy7Rxth+rl4fYc1DMXSDyrvnTWyAXAFEYyhuBKL+pFoh6QYIxM7+zSW2iuR+Jo0plSjVimXvBO9m8EbR8yIoWNtwTRpocOI/Ry+18FQYjUhGszZCDMrNmxQvxt6cnADEAys2cFkeEFn0FyzECKH3lSBHgYMR3OW16JRHMpArAcZt1JDMTYMubwpAmMot8U4Bhm8oKE2znziE9FfWVP/BEEeZ0y/DFZD3hASzgz2msUyucoCHWfpADx4RaHtsjxF2BzTNhWRXVNvxbcZrzt25GKw9qhZGRIZEDcXlyK4Yi/9JRHRUGQ7FOiRApHTYfY1Nl/NKJOKS0i8s0rZbdia8eK3Zei0AG0jGsBAFmfdEEAQM8WHX6ojwYhz1u0YkDMTpCSdW3K9V/3RQrg4HlIRsKgHDoe6N/3NUBqaNdEZpmzaSe3BUYw0sZ+BYLsNPOootBE8EmpSiHM08VwVtNRb8WOnczA9ipvRTVZqZQ6zQBGsxs+9X+jBwYZ9EdkpYcsp1ckUHvZZkusRoc3DjJd5Rj+RpcUh4yNtBj/YTnG8WiHU4AIER6odrVfRRuwwBitEmrkkI9Rkr6vBC4iGYr0ALoYomlOmsAaNVexCa8Hb/36Mc8gbZ7jECKWmm/g2KmiP/BQHU+CJHKkdvcChpSnSZ0LzFwQTXA1q3gQAFxJPYq9xJ3Sv0on51mTbfYOZJZCJ3ZxAEBx7wRfD0TGdTehdsTOMwhjMLVW5uvq6RqysitlvFe3SgbAMlPous675RJ/bcaZrHgCu6pIPSa+8q4B6FipFGZpLW+LvSedkLRB2oQvu3e781Uhj1GrO0sEJdZR7RxUrc9hlOnRj7YuYxYdVgDK7ZtmlUjDKwtPW7d4jOSfXFcnybABVHkJJ4sf9UoxsWRHIIpMaQ73JQhbAiMUUqvs1Is6oE0SbbkzlGUPop8nWKk2DIZtm0Qdm24T6vfrXUio4QALGDCJ7CMYQk93v3/uX9hzWye2pauIA7Bm7+ajJFRJxz2fJkRtwZyfhxijg1w0wHQqCShwuFLq8QY1tUnZ4YYQDch0SzCyqY82z5ttOyavwzdsuu5EB6QAw01SdQxM6Ym5m2J6n/9RI+BMrF1eiVAXiegKVz6o9BRMt88xcrsRTZIWrZCPndrvCaYOki7wWxBPJ4IwhAblM3uLthK7We4qnyOESYgabz1GLAXzZL77YCdM2xJvNBd1QtRA+U6eySRzHu+asHu7HJRcb/DIfduSjTo3yLhJCoLLPTEwtoyGeeyyP0+QWneFpB+3sfiNI3F0C6Om54iHAYS8YC9tBSfpyzxO4NVAvbh7q/S//HqBx1FzxYarn32IdzELpVHXnQs6U7TJ9B8Qe+kJElo2u3rbiKm6yxfHgAXMAImgOMY60/SyBdWJEX0keBDH9UBBilJt8kX20V9JQQiEAI8kIIg79FsBR2e6rSLTW1astxRXhy4qqYC9abuLtvr3RVNvRd5k/Mlkt2ZUdxpVhGU2ir3AsN47+MHX7QfvSkvIQMftW6mB6IBlB2H/fgcsoKQa8FrZrMX/NFdZmnFnRbqId4hoiUbQ7RvfeIg6uQFQWrO3RPckk6ov+B5sxjrjIQK4QEl8CyS35qLihlLHTFs1vkZzBBR9+uMvxHGO7sZoh9PhJAwc/sdIkan47NZm//80vLKNLRExqVEgAEQHShsCFDQYEEGBxQgENDQoYAEBx86RADA4kWMGTVu5NjR40eQIUWOJFnS5EmUKVWuZNnSZcmJDSMeLDhgAE2cAXg4bHCTZoOJBnIOzTnAgUMFBQ9MZGAQANGiDAzEPADV6lWsWbM+1RpggQIHCpoafNCV6ACgAgrMDCA1pgAEVhnEdGBWK9eCEN7eTPvQp13AAaZOrGqQwEQCNAUSHDrgLdsACmIueFnZ8mXMmTVv5tzZ88gAb6sSOIDgr1UMFiycYHD6IISjDl0DZkDAp+OggQsWiNlA92/gZhMcSADh4OGHbMsGrzk7wACGDoVeTfAwKfP/q8gRP+ftsAJzBgiKX+1u/WD5hgVyCuQwFH3DBQdxI/1c3/59/Pn17/c8OOjDuKBKzQIMaEqgAQMCDKC6h6bTKiEDDnCOwYmMC0yyiRTEbkPmBkBvrADeE4AsDqGCzgADFEgMKwJWLJGoBd6K7zkEUnTxN/8EuDGnpTI0aK6YQKQpAwraOyi6hwpYEYIFbDqgAAMS4G9KKqu08kosX4rxraBUxGnAAn96yIEERBRASKsobAjNBd/6bUu/XjzoKyh3tAovHCdSz6u3VlxOTpo8fKgwQH+LzaG65OwxzrP0tDAA7R5i8yAijQyNywiRcipLTjv19FNQPzOTS0InUC1M/5oi5ZKirPSaKFH5egOOgNgMmFHOASqY6LtCcZrvocTgBLagP4+zE7hFHbq1V7sETc855h6zaoG0FHDNzasqVXVVAZIK9VtwwxV3XIy47dNUAg9KQIEDEsPQ3IYiyGpbAWZTs94OodXqQC9x0nUvZufscze6Iiq2TYeODewtXp367VHmIkBA3kLf0tCueyGzKgMV4PWLXJBDFnlkz1z1uKEQHkC1oBwVOnnEeQH2yjaEDmjAtICxgs08dVfVmFmZ6YWrWCAfWvY30bDCs6h3DbiRAAQUzhmqQxOe1YA67fLAg5MJIPlrsMMWG6RfPS4BJyR5OnnSxmJSbwD/COWQtP92A0u7oRtznOjnXu+We4BkHSr2XYfk/o3wNXNCoIACJCxoaZqqbiipBcpz4CaIiYJcTlUdxG5zqLbk2twBxjb9dNRBLhteis97OTm77k7svYuzi2CBHg0QMlnPtRJRbm71/dzAowqoXViHRjhIcgF6163s62jSW3hIuSTgve7WOgj0nK9v6IDMpzZoAQIWGG7rVQ1IfX3228dy1LecDxFTFBGoHHbACGggrPjo1UroMxVkW2wZDs6gIqLoRcBn4svK6gSgPIMgTgCG+w3gHBClnNxrglYJnNq4xTerDIBtwDEO93SzuMYJD248CQAEDjC6VwXAfTOkYQ0748AkFcD/AbVTyqoMVB4DUA8rd1tT+ULILd9EJiZCcRbeoNJBF0lwgkdjINX0RLTJiE+CexoKAfQmHXNx0SDQIY6v/MPDKmIlRwXQl96uUzRg2VCOc6SjSgBIQV+NiiaIk59ZANg8fRFxIgXpi0PU80UQcqdBB9liGrOCAMkR4GDeU4vUFOU2onQwOfA6TaTY6DoAOXKMNjsAFZ+iwapADo6yec5e6vhKWMZyIwNrYCEbksSayCg48FNLJrm1J1Ti8JNFgWSCjCjAmKBRlAbRm+MOVpAFNKmYypxbMoeyymTC6zVLNAy2HLnKY4moAJtTYBYvNZEXyFKd65xj4MSovwT95Sl4/9HbsrCpo+CscFUK02AoC1I1NuKweWky5FgI18dlIpMwxGoMehDKId758pfmil4AyjkRnwhSiCUaQPlEhBN6wYomyGuIcRw4gwdcgJ0rZenpOPAA/xgPa24LJG8UcDQHbhQr5LsnHhOSvtc8aYI+gd9pOuqTbSFVAQpIZM5O1IAddXBPzyzIvx7Sul7RDas40eTLHACxft4EcKIxYMCkaLWDaFKZzcxlTLz2UpW2VK5zFRdcLdLRP6plq1kJHC6x40AKbhEBg7VkN7k0I31u8IvUrGITN2gQqTI0JyJyQAWoqJsFjNAqef3idsaISUF6dpQXLKxWuopWgwgSKhDoi//cvogRu9JVtrO1UmwxwsvCAWZRCghfcGhpEA3ulUWdNYjkhDqRitJkcc3TLKSmor0LmbN6u5IsTpiXW+DcryGMHUpnlcVLMQYgcATo51sehTw82kWbI6XKVUToE66UzWsYCcAGUkpb/Ob3My/twEbuedg7QbMpdNohCh2XlfDYbyh3C28AmJfeACzXWjzy0XT/U2Gc6E1q95KbCWliMUaOyUJUjTC3SrvamAj3KpBsXJnS0xTA8caWiVPXUZw2P+RKi2Ux0WlOoBZah/AtWcMEDHQWUrqN1Pe++mVyk1nC347k1Z9QoeQvnUPGmRAuvYsKIk4QOBTJTYg3ZALuW2b/nIDnKgibCBVRjyUSk4YJUAENgAyJBbMq3hbQzQgbE3Oa5OO3NFc0Oj7nlM3i3YYYwAFQJQoB5sxdpYFEyRhwcqUtDZIMPKC/HhFoTJrKp5PVzpNEVFhHL6vEvWWQLv/jEpIKYNXvFUS1OSGpAFRsFQk2t7oZnHHzPtQVTQJNT1dhnosJw5vOQpqr3HqonEgy6UtHO9qZ3jRIcIvaoZx21duEV3KzgrwG7zgmXTFTcQjQlDaXeNxF+W1XygZhmtgZsm4b9r5WTb7eBgYCtZlxaS+aHgunh3SAYfaedTNPk0Bb2gvHL7VJIuXtWgXR3DzIv4EKmAUMZsI56WyPaz1M/wdGhIgQ/uLzKoCiE++6bUlq9xEzdChlcxBTp0YbombkRbVoGy4Lg3NrlMahlNSXQAwneksznYGTlBfD2X6ZxpRu6BfNWiud3ZMDoUYXfTk25RuS9xgx1K6Wy6U8sJYJcIAMswedWpAHsJGHiSLOm7qXAfm2C0sCoIGhF13vrzy6SiB1dsbWOn6+gheRAWXNrvx3RTPOKXVKc2WDay7eBOexXYQqTuAMnDn93F5gACg11mIXOC65e973fnr3deABSG/JWb2z2bcUoDZLpdiJxCJebm1cKwZPbJxZ7emaoOfcYX/QYGz1HLtQ63uu6fpQOGx5cz0s+n+Nibc9b6Zwi/9b9HWXYWVKPwHUh/90qme9S3qN0ey0V2ChXC4mgZ2eTxeF5p3PSaBlPShQMyUwAoV3oOpNovyZCjJjsQMzkTDKPDxrEez4N8MLjrCiNW8KDMyYALwDP/G7wFDhAI4gv8t4urI7i+GIwDtDv39auqvQm/iTCwWIkI26m+nYlsSQnOzDCm1rtggCPgDkPmZKEurxwBR8jdMIrfKQvQ5BgDIqEXpxDouDj4PTDAq0AAvMCAyIKwyswvsIAE3TCNXTwMy4LvxRHG7ZtwpAgHtii8SKufwzpAbqkY27lxNDkp4gpOrzCvSYP4kzF13DMZ5ROcBYwv5bQqgLIQwpgNZZFDL/iYAOSqisoDicuKfIexzOeMIovAgL4EIrvMRIVJmM2ELOiDDeMBNo+aMCOL8gCxQ7VLXKcxicgAD0+CT326nT+CIHGY4fJApSTDSseLCDaL6raCRZk7FbMZlBIQC6AzPRMjWDIDRFTJUDaJd7oTnJsb6t+Ax0mUQA4AANwERtxAzV6z6LuIAHsMT6QJ5EmjjXY6XgoJdihBoJqoAkDIwO6j+7kLJTJCIh4cUfoaLIGkFl2cGJOEWcAEQo+RkQW8Y9sg7cuRkV8g+/asQEYBv8MBUNmERw9MZtvMiUwEaMAEdxvA/oaIBSOqD0wS151Io5bAwvbB56AUh2I0EOOTu1/4i/QqqIXcwKCiFCwwqlbXEQxypJf+EWwxGRrXOurOEcHPw2mmkM/7icztMPiYzCCdBEjJzKkrCA8uNIKskKCbpFkCQtDoEjA6C7WwzLV8Q442NJu7i2wuAeAhhDKuLFpEqrRcK9dauJGumX2NG8griXGQTDq5KTGbPBrtCb3pkSifRGC6g2qlxMjohKSgMArKySb3sdiMiqqDHAD+IzJwKOAShG4PBAdAQMXlwsZmSq1BLBfDIXjUGSLnO7Vvo/DpHFDXGgjbOS1NCA7tuADWBM3syIioTMByAILPEiZFMxSjKAW3ynpJTAZsm9H1nBkDTIJzqZWsQJXvwyl8M/JP/MTJz4MwRjAEBES60gIjSEvdiDRNu0ANwEgG7sTd7MAAsATuHEkg7yPfnIqwP7t/IMnQQYD6J4C3YZSuk8TY9pyK4YTTgbogbxTK8YLFMiigjop/08Dl56xNVqRQslvFbrlNsMAAx4AGt0T23UAA740Pm8iBDFD8H7C+K8sVEJL5IS0KEgnA2bCAMd0N3ztI4LDLhMxatYACM8sWTxyWQ8SYwzF5HikLEaqsaIvK5qACuZAIsEABONSsUUUSvEwpeazwDoAPt6gPXkD7IrRbosnH2iiQ4STKsgIn0xNiLF0ZxggPKoin7Kw5zAR1eT0ZxYGhjsisGLLm4RT/lQl8f/g5Fj8orBUJKhgABo0aQDsJILsIAHqMTHpNLgJFEsvUQMoIDgnIAL2ABJ1YAMSFH9OCuw8Co76bUBQMSyIjfEIwoLcc1ldM0W8Ylae0R8FCA9zYoZu1Gi+CLZE489+6LKOjLAQBIJQY+9SqwgWh00gYB34aEOogwsCYAL4ABJtcopfIBJzVQM3IAP4FQwzYBKzRKYPJmhGNOjNEn1GyM7hdM8mUvRvAtmkU2tGFP0qEW3QK7fYDAf1b5EI6KG1JuL2ZaKABVrxVZuBYEPKFdv1TsQ2ACH9ZRCOxkJ6jL/46Sl8U6Oc6vxOSN4pQlZxYomasADda8IsA0jrM5AQQCQ/6SiMbVPzAweNQIwkMIaA7i1iuUSyKi1GROjWnscgF2TcenSbn1YpK0PF4w+gc2Jc4w4g7CqOASpGDKI99DZkJ2Vy/yNrpMik/3RVJOP99izjEsPEeEudcWngDTB8fEYDRGki+2Zf7WYpK1b2aKV5pGY6HvHmrANKVMQF+yi7tA9DUrSrhhZBkJc+agW4ZE3bRPUL8qcAcAQ3TMLm9jZx4KKpHGPf/0seBESQdoWrFLHN9sbjOyAibRbhus0WwPEuAi9yZm4ACoI+2uMZavLw81axfVcQ9IXeYMXBuXdv5QT40Ckszgu6oJAj+1Y5zwON4mU2nmP5EpE2poACaCAi/+4gOtViQyQgI5UXUs7uwT4OH6cnOWiMxsVXjK1ybLM2pzpIGWyM9YVAAdIuZDjkHWJDeNZ3jw605YULQOJH7Xgofc4PkiJgCsDIubFG/yyXuz9xu0NuggG32j7o5swEyn6i8llldIdFpFtlLBdpt2lv+Cw1zsVSXhRNpl5juWE1XPLC21ju9y43bcw3OVpV5pwRBNhHmnMyczN4f6cUrpyYIyQ0pWgAAkQYgrWL8zVlDL9XGgyQXeyCzndPvfNmS/qYXk714YQosaDXQHw1ft7MdktAJKKXi7hrdB5jM15DzGuuHUFLhTxtKWpNCIeCSQmVYvgAAkovyVusvIyHoT/EGCZ+SLX6AumpI0WvuKcWUKp6TouhgwGgM5boZfEsCVpBM1Bg82h7Ra+2jZGFVvp2KgOMlxES1JLu2PInOCNyGOPsN4H+ONKE0J/bBBNSgoI6Kef6ah3hdeRHWF41M6haD6d27m99Kycajwvo8zvQU1S00oZOcvjSICt0yQ88UCRteMJ1t4H5ghX9ggQkABZdjLBszXapQpHVLpPA2ZGVsWpAVIFg4rmA0SXdL+dDDhsK1LKVBFZyTBhXrEl6tyu0KCBZTYZQk8nU2Vu9ohv7ogNkIArHWfaOivfEEZWuViatVwjRIAKcMd2/uiaJA9uUZCVRLU+U+bIocywLF8B/zg1uhlKVsyxhToLBYASAk7fg5g44oiPaFNoVtaIhuYIDJCA+JRoJgstL7QJ2WVbqHiKe3rj5JuRCOiON23qKlqAlD1Z90oLQgQcG3HeLOq1S8ZpnNAgNWGcsNjaFsqdXm6gRMW5GXbauB4jyfEcTVafS/Ppbr5G1ejrDyDqvlYNIf5ro26ylIy912HBobjm4jG2BNVBw8ievgLpg+gLM7aKXD4AEdCpy7UK9xMk9QDjN0YSB4iPAUgAMlTEzt5KpotjPXQIIcmRINqWR03lbWZlJJYA3d5t3tbtEEViJS7sufovZm5eCEAAdgHdl2kAutOfAog75Q1Uyn7iXoKR7v/gml1FxSAjKpk5KqxgAEFN3D5dRS5pyPsNsYiTory+7b0GagnQY4sIgJ8W7tnS5OJODsdSEMr0VdmRa3OpHTJqVYMkvk6mVxVUNE3Z0el+pECMYgDNWADmsOta725e6I4I6o3o3u+l79l6WnOR3bCoPOJeldlYnXC7tuRapfAulPPWUABmjr4qb6wVH6+Ozgrqz7+QGBfBoRtxLOlgNMztLArP3vnGCAzXiAd4bw5nsvm975FOw66hWukqCA8fKFAypATIUA6pXRcfXup7nR4WH1XJblobQp9g7ZymqFqLxyGH4PbOiCPPCAkAgSVvsmJ28mQrwdehIr49Zo+pKOL/JvMNCdy3E+jfGHEuaevPtLEV+agNqWuDKCSNafJ+crQG6Wn2Zmgl74gOkIDdrPOjxm8nZ4oZGwvBEwo+Goptq+VB4V98dskXGVkkqdy1/ecO2WRSEZ/xqjVBb1vpQsYuXxUZHiQAwJ12kTa91nT4tgAJmFhQny1IYQCLKOcPT1TGcSO59ay+wNhah23p4SYtowmLZmokPDGOfY1UmQoPYFlezQ3HnumAMfF7ktHNseSsuDbd+ZC9U2WX+IAPePZoG/e1WeugGMiDhE3vDh22K0AC9aeEOIBJQbSq9qMvbNm6US74s05AgQD/4PYN1r/sKNTA6Cftegi7OG5Fi5DE//ipmMi3pbkXLyQARMzy0+N3ltDebATfDch58SPFW8zy9o30Vf8rDHWv/wYUkmITNfGcwLmYXJULjbPVFw4U9LiOGsEgg4CACM0RdlcojFIVlvVxteASmRXamuhPNFOLFeQSLkI9m18JDZAAKrzAtycJZnf2ouNHMyafm5i4B6y55FXSHmH4RoMXCQnSDemg5FqdwnCgyQsOcHOvGmG0nWEhiyJxnmsQtDAkGb3zAaZB2PFAaQ+/ugff0heJTv/0C4QaF0GzBCFFTYIWgNJy7IA4EQuwExx6dRukV2/pkAYOCWJZUqP2CQ04NmIrs7g2TxZ3SNohg1hCRNcR8Tt9u/+l/pCY80tkdVvhWUZcxQpgHMJvC+ik/ZrACuW39WDmV7lctz7HwgqqkQd3VeSK4XnBGqh6igDfN9QU6W4Td/RIFIAwIGAgwQYEDyIMAGAhw4YOH0KMKHEixYoWL2KMGGBDhoweP4IMKXIkSYgTJFCYKOEDxQcSJpSMKXMmTYYBEiAUIDCngAE4Dy4IIHQo0aJFESAManQp0wBIBx5oKpQAz6oEpTIdMKDogJxKh1JF2GBoAYQGij7A2hTA06pR1RIti1CBAqsCCMD9STCBUb1AExw48FVqW7sIjuY0INesXQEJakKOLHky5cqWK59MKXElxQwSOFwOLTrkzsYECwT/VoBgK1yjXc3CJeBg4OGhB+ZiHYDgwOrSVlsLHbDTAV6wcgsUL+pbAIOhCw4WYA1AaNql06WGtTqYwAEFyY1WyBmhcM61RHkazQ79IF+sEGbbLQBBuWmCyw8aIDB6P//+/v/vl5lKLE0UAEoAIrjffaa9BVxfPLHWlHoCjBUABBACN8BiPJ3VlE8JbPUaUEUtMJhRt+nUXFHjfTdUdQ4KVZdVtcUIXVYbDrTgQAXExpOKRMF3Wk4ReogjQkQKpWN99iXYpJNPQpmggJsROBEFEigUpZYx+bVkT1IlYIABCMz34JBYGRnUczm1qBZgIC73o1GFJUCeAArAmKeLMDLQ/4CRBK1GVASJMQUBAvcFeZADcDHAk4kBDBCkQTm1B6ZdHRbVZVV/HrSlp5+CGqpFU0bEGUUcSNCRqKtWpKRVyYXpwAFb+Rada4RKJSJ7kPqo51AIlGWAnEVNqFNOPPoK44twDWoXnkVNitABCZSJmLTF0ogmQsgutQABW/GULVPR8hQBU64KcGhjrLLbrrv+kQqABfPSK4EE9M67wUMnPfCuvwuFOWaxPLWHbrpD+YQXecMuVa5Q5AqwaLJDhdlApdAeiytTC01M1LJqmcYasKi5KqdPie7oFH5DXSchQm0udd+jRsnIU4NLRUCXwTxV8K/PPwMdUrz2El100VU2JP8BCEG7q9BN7G26M7IoDkQAAQ0YMCtcNV8VXGm2OtjyUL5hCmR9F3ccgNVMfSxVo1Y1wBrKjYFlVYcLVHAAzLl2VwGSTb1N0LNYFasAiK1p6GWOTDPeuOMAxPuQqRN1IIG+j68q1AFlyao4T4va+XduibbIQAJ7w2gn2gFwTVB4BN0sdp7qmYsWcGsiFAGRmjaGl66Upu0gA7wlYJADCKytFtdltxZ4ffphHr30rEbu0OQSWSABBtODirvnMwZgpLitEVDB4cGfm1OFRPH+bQLnB+/8QMO2rTbM6GGsuLl2Cp627FJxLSp+QR1Y6FI7ofyPKQOzymO458AHOql6SUP/WkQ+QEEIOolT3xuIxGxGFGAJoADImxn64HKf9Q3lQmdKlrf+1ro72e6Dp/mOndr0whxR7SBbeR1CKsCwvoiJTBCo0w/dlJPQoe9/ulHcATDoxCeKRoIMuR5ELiABDUDRSQvcoAHaM7BK5dA+ooNUUSCQPKYw4FEJVBlCVsdG2LFwMTcLwH2Yt6xiRchR6flNlxqAAARoinnjWo998nQfI81xjXkK49my6MhHzkSKC6HiQzQggQtAEkA83OBBaPS7lAXHbn2Ry1v8crHp6MUBJCxjogRJAAWICVATw1G2GDk46hDlPhUIJfBoVhWhRGA2BUgUjgg4lcbMUS1z4wkK/0vIv8bwKJPSnCZGJAkASjoEBBKgZn945yUEzKaLttHjMa0ipy7lJydywmNrDiXOooSxiFhpmaa4FQDvDcREyzLSsz55F+ccIGsLsBPznpmjrZkGLi1j5NySOTFDadBuA+AmRSvaEGtWBAP3sqhoAsBJD3r0c3V7VXASxxjcjO2IHcMnhTrGP6IMgADHaVN1pnMfGrWOW80iCAGW06KIOkZ5CXXQ75CzwuBBAKgEmyhHm0pNjFJkAxLogFMvI7+PCsBb4BOKBhfAgGXuSGMhlZZL8ZesnZ5GKG3RWxHveFQIfO0rx3JKsFoEANMIco92kRhRZaSArewUOTBS5BtNY/866FU1sZCE6kS0qdjLKLU+f7TLUK6aI5ae9CA3u2lZy9MxHPGFPM30WKZOw7DDBiACBnDADZWiG9UQCWJzVYtsD2JM4a1yKgkg4QAO0ADBDAWsPHkscR/J2OL+x6RYjaVVGjTEzdmWkQi5KpHQOpAx3k59aYuULMc6oqXUL43WGadd8ILP5FhWURHCbsBWg6ICRIAACRgWYX21gMWMtkvFES5CHIDc/2LwuADmz02mhdWQyTCzvZLpjhjWFsHqSWxhzC0C4eKtMvnTjQGon1rS28kAzI0oDNiJAv5EABAKwKFLGcB97VOtjmnFKDi62cDUuiQFDDjH0tuIqnS8pRv/HpggcuIQh8S1AOzG9LYOulrWsAtjnuztY0/JT1MMKjh/7m0AQD4InrScox/i6Ja+YrBOIlTjoVRlvxlro4/b7OY3U0S59VmQdInEky1rWCiACVQJ+9yanDZlWcsZn42RiVnUYdYrODLRwJyslgnJp9BHmk56i8PI+2QJzpredJvpuCQH1DZ8YilKuQwqOjnT188wPoAD3ikUBsByMQVY5YssC7NEj8hI2PUwl3MiZt45Giv3eYzaZhuA9M6Hf6gxLaeb7WwA+9NLijELkSx7Fp8QzGm53JYzHYCaYM8TUhvqUJf0hpUXKZspOSwA19pTbqzM2dhext+R9XTnlO4K/80qTbQBAGBGBjw74AJX7JZNgyNBPnOXGb4Vm4K3HHBjhZHfOhaGUfTXPem5KkV85Zi2MlD4FTarAIQmQ4PDKeTJRZUwmtsuhQKBmonLum+RrmMGbvObNxWEzBVABYzE3y8RZYtJOqpzeBLpiVk3xWlDpDe3giPWvCjavy0AavKEI3sapbanKVEvn4k8ohvxSGUM0fsiBGvW/ki6DcA529teUTKK2nOPsspW5Ndyo7hFQt054FJeiHWi1JcsvtZ6F3PylmV5U1FLJqdRAPDC/CCPYlzGt+IDIFtCSyWHeysMjf5XrH67PfSil+Yml8SVCGgdoK1GnTfVvTLXc7tjNP+322w/ZrA8s6yc03UZQgjtEwQMRrYV4meefBKBFwddnVJ5+Oib73wnerc+CvhKwTE/8pzMR2zYUqBKx4s4YjZGth362BZPw2f3mBX2Bw237nk6dLL6mfiEofqsnm//+0cv+ksqAAOsDHTh5QRfEYV0GQDfkdf6BU/xeEdEGVUb4RJ9NJJ7lB7uTUVgJEfgaY5mjZQOxY8CsFbS6cTG4N8IkuDjlB9BRMDsWYV3KNm22VbfNddScIfhqBpX2YW55NBYDEAEjEDDLAmS7cQw6UQLTsxAIYCckAcRYgeDNF4JOuET/swJBlkIURg85cjeJN7/kQ8gIV9u/BEDzNt6UNn/q1kg62xd7n1TVnhFDZIP2GXF5rhaXCBYUUBhHdohq+jfFBobjBFAUCgJBcLUhsiTtawg4J2IZ1FeY2CenYgZG6YP/DUewoxa8jUG89zhJWKip/ifVUSW+xGLQBRgJOZPmaGYA7aGbDGKXTTABTIFlF0HAODaywxS7LFfa2Bg3E0eVtxQgxjMYGTiLwJjkzCZ3kCAv8nZgYkLeYiL7LROh9wHdokNlqmFCraJ7PhTtsAiXjXFpTkibXWfVIhSevkJu31FMJrjOT6J4hCHai3Id9SZh+jR76zGoXhHrmRb7vmSVTgA2lWYtglFuOBjwd3dUlyVAXajUVAXyLzKJh4M/zo65EMS2JKchbcoBXkIoDeBDUJCWXAgQAMoABhuSCLJYVKEnWkYpNNI16zB1LbQ4PxFjAYeJOGknGuV3f/MHiAtSQNB5E7ypGREVgHUCtkQiXA1Ii+RZD5+11J0SVEuRSfio22QAAkMBA5I5XXBFBzyRX1BzLQQSYnACIsFT71lHBzJV3FEm2OokMH15FqyJZdM4RzRjfoNxGj94zcKhVimllwk42ppDUzJSEQ1x3hkZY1IZVR+mD/qhrm5TWK0zAIECSAe20whjIyMoYPEogNshdZthRQORFt65md6hAp6CWYKHt1to+C8WMsA5FiW2fJBB5LJV7lsyAJMh0H92v/rMcVLGaUnNgVLKQXKFNEaaV0hDUxxAEAYbgpoKudySsTOGFwiNpyHgKH3vZCKQBrvwaRUGMnVlaZdflIT5aZZERRh3FvS5VUCZSEHbmR3VoVOMud7LqenBZmlNcbfJFkXMlz/vF++IWVa0SGxPE9w3BCR6KYh8gokhlp4ipR0teGSgOE9HmhzweeEvmdMIeNdKiIhBlVusJqr+ZOK+Z2FQRdJEYUImJYVIuJSFEZGLkiZyA6nrJ2d/B1TFBxCzMd6RqhtXRiF8ihzimbvBJezfEv7zQ+MlN6Hndg62eWK1ahVesy/9SORhqBULEB3tMd1FCjepVmO0gax8AaSLFP/q8Ff6QmgfJ5Gj6Lpe3YihhSbRN7HR54OXFDjaw5F6+BeUtVHMqUFdsWJAvEGb6VfUfwJjaBVM/nGxbzQzHVXBuZIhCwEqqVppConQ3IIo06hSsKj4mDKJ0XAdFRLlSrAcB4mTIXAjpxkAKCIsDxil8Jg7yUQEgXHpBQA2jDSAbEUkdTdThxGTDlqQxQYmUhqsH4mBMjqmgbFjyrOjEqePq4n/0QAKVHqQLiRA3jAC+aJncyM+JEIa1ANpqLqGurbsSgFmaEGV24gl0mHsKormjon7BjeQHFSlq3piLTr2chgAKrF/yBSzGgM1RhAiPRhgqFUXf6Sc5BZ1QgFWMnH/7oyLI9y5rY44MMCz/80aVXgSb3eYJUFqvedh+EpZfcth7Juigveo02Vx1nWXMOq7HuWnnd4Dl5w4qW0IifxiMTGB36y5kFwhYz05VU6DL8ShMTwT5tEmz15mCdBWUSt3coyrXIaH1MtxM/ZyEchCbhwkjNOYZmuZLW6zkrSadFVapUFEXsuascu6YjhqD+Jaoo1bdtOKK+p00eBzYNxUqUkANU1wAJULI6mB9e2FFEcabbQ2XwQgO7ARVWcJM3Navn8aZfYE8pqh9tKLnPu7V3UZ0dWxb9ibI7kIkxtBVxtkIpRRwTsllHUkSQCj3pEBaUNKcWU2MYeYPjVzKy1jP9s1SgCTG7uKqdzWpkDvE8FSK3nzOMR5t7dNqraIOuogldTnBDqttEn7ZYciZs55YrVeM70DWcCgJXf6G73eiYuQpMefo9C9FTE8MV17udAFByRyA6HSSN09oSdeFvvAdm/9oj4OsZV/av38m9bhlx9UB3+2oWFataweY3gvBLibswDZp2vFYX8HEbyhgvOuka0/iAAlC/b9u8Ge6YEC/CO6MgxWmyc3pO6QIfh/FGw1U9a8ifCdGh7WHDvtYYHL0kT2QQH4/D3HukHI64/GUAsatwzQRwDe60pwlRpdBkA38cg/or4Ul0B5nAUM2d6Bhn/lUZ7LECtaMWd1a2DcNj/3DwKykRFk+Jk5y6h+NKmFKvxch6sAB8Ahj2KT1TAASEKJ1nf8t5rdlYWesgWUAJKGN2x2cbgEiniGhvycvYWIcmtPzJyb85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t0JeVXHbpZXdYfinmmGRCF2aZaKap5moBdFDcmnDGKeecdNZp55145qnnnnz26eefgAYq6KCEFmrooYgmquiijDbq6KOQRirppJRWaumlmGaq6aacdurpp6CGKuqopJZq6qmopqrqqqy26uqrsMb/KuustNZq66245qrrrrz26uuvwAYr7LDEFmvsscgmq+yyzDbr7LPQRivttNRWa+212Gar7bbcduvtt+CGK+645JZr7rnopqvuuuy26+67pF4AJLz05umAjPXmSycGGeCr779rdkCBCSICbHCZYV0w2sEMexkAkA7o1vDEVHKQnAMa3EfxxkRGeFJ6HIcspG5hSSzyyTPyK1BYFjiI8ssjCrwyAB68CfPNCkocVgAR4uwzgg/XN/PPRPdnsdAAcKBk0Uy71zLSFMzb9NTrmawz1ViDpzLSAHRQcNZgQ+f1VwNtAHLYaAdnModpt/3c10O7Lfdza89tt2913633a3nv/+23an3/LfhmgQ9u+GKFH664YYkv7jhdjT8u+VuRT265WpVfrjlWmW/u+VSdfy66T6GPbnpOpZ+uOk2pr+76S62/LjtHsc9u+0W13667RLnv7ntDvf8uPELBD28818cnX1HxygvPfPO+Pw+97tJPb3v11suOffaub8+96t5/b3r44otOfvmen4++5uqvb3n77ksOf/yOz0+/4vbfb3j++gvOf/9++x8A9SbAAdqtgAaUGwIT2LYFMhBtDnwg2CIoQaxRsIJTuyAGmabBDRKtgx70GQhDeLMRkvBlJjzhyVKoQngZoAACGEACCECAggQgAQ04gQIUYoAE+PAAQJxhC/+LFoAFIKABDDAAQRIggCY6MYYJEMgDBtDECggAAQeZ4hO3OIAFFMSICXjAEDd2gC0K4AADoaIZm3gAAkDAiVYUQA0LAsM1PhGLAAhAHZtYAJeN8V8MsKMXCWBHO8aRASoywAIUUMgt1jCQXPwjvAIgASoyoIYPKOQBAtCARpoxjhAIAAI8uUYGjHKNSkwABAZwSYMQwAA7lOS0DBCBORpkj018pSYJSconxrEBEeilMJuIAEg6MZYAUKUTIWAAW8pyWQRQowAaYJBgbvGShaTlMKvYxAXgcpuaXCMBFCBNLhIgAD105jN/5aByCiCJ58zjN2PISTsawJjCtOIm3Qn/zjWW0YwD4GchJaCidcbqlepU0T8LYAADFLIB6FwjBB5AgHkKQALDLAADBpACAwRAj/0sZBdPGdIn1rEAyDToqRTgwz1SsyBvfOI/7ciATtqRof5cI0md2IAHfNQBH91pSZ94Tl4OVZwqPZVNzYhIgUQToJ606BPx2USHmhEBCIgpAxTw0Z8GwKhHJWpQw2rGlyZ1VEJ15EcFSkqpOrEASx0ALNnaxa7aFahMHCZbnTiArgJgpmRl41lDhc69CmABERXpUYv4Q1L21a5eTetRE2CZj1YysE4kKEFeWIAoDrZRCziAKUNrWLHmtZAKcGsjHxsAqkrVowaI6QGAysjA/8rQrglQYwEkW1IH4bKvn02UAUrbyChatZAIeCo4EfBRsHqSAd+swAGOO1Qa6uWjueXiUsPqxb9eNbiHom5ID7CAFzYSoui8rB1j2kQGdFW84IxjWAfA1Y8CgLcJ4C04zxmANQ4AvIWialjZa8ZNdhWw7U0AYh/gw/p+tLYlla8n3Ulh/jpXpgL1YQJEu0eslrW5/gXwnBozlpCgc4cMVm1JFXzaY9oVwk0cAH/tq6KuppW4cOwlfcu5XWJ+FL5ORLCPITvOrpLzrUUV8jtFLCcST2AEM8VxSfsYAMBSFrLe5KOD82jfrlrTpBXNpxOLOYDdHkC39d3wDAncRIgCAP/IbfYnZK+LZQV3lc1OrKEfmUymDVFAv0NNgID7qlw++tWu1rXrZW/70XlK4Mdn9qR8x9pECNRyzh/t8Rm7KuUYYxqyBaW0GUNJZxrzWUw56nQBWCBdCSxSyWc0Yx8xusUrf7qrVL0yPw2cxwVImo8MQDBr5wxfB/uar6T06a0xrekxf/rUX3KyMEmtHQ50tcVPFKgE8OzeZQcAxnwN6FUhq4CNQqABq2xjuStg2AQowKdctrFMEeBRSvJVwFxEgIPnHO8fu3UADSizrU1dEAKcGQKahfaNnBwCUjJA2WNpGaftmF0uFtjbN9TrjJ9t1xEIcwDkVUAnQf7KiscQ0I3/fLS3h7tNA9u14Gb0rMJppIAVjEBAMPDkxgOwgrx0tdBP7CFUt1jvLhN7wlrm97JTcNQ+qti/9sT0AyId0p2/vNkynzmJ6klMgZQYAXv9OSRB8ILrgtuJolwjLl3ubcOCnLxGx3gAmH5UlNtRAWG+Jqb/XdqBx92O/9V6ib65yRLfsADz7HYA3JlmnQbgy3xFJxCLvuxe45jtt463x4/a6aSDlIszxO1qRUnFZkfg8Qjw+7HXKHgSnb2JN3iyW2XQMmy/86OQR/taa/1sAiBAApSv8Q093EglKv3Q6DxBOSFAgPJi1oxe/CisBVD06U/T6Jo+cowRy/UQA+ABCNCo/xJbj6BmN/EDNjBjCUDwgaRMZtBdZerPO3zrFlP509a//ssrqxcCQDKOZYYAPtV8+EZWMwZ0W6Rs1sd9P1dO5pVtaYdcAAB0ckV+7UEAPuQytvdEIeACsoZ8QnZ/1CVj5MaAmHZhmGdXbZV6BwhZ7CVfUZR3MfR8bGR0BGB+V7Z6XER5uHUAyXVhZ7RXBmZR3WWB4GFlKkJKDbdF92dkMYdoCBBEJih3N/ZpQKhJkFSBGZdjhkZ4drdaQTZnCOhEtkZrbaYA+7Zsr0dTzRQBQGRHZmWE0iFKeCYABZB/IZBzW8Rcc9Ziimdk0lQAyiZ3ZjhVAcWHynZUHgVY8oVTXP/0eSEliO+2d6j1YhIwXYfWb58mZQbwAHWYbckUbAklh74xhtv0ASPwW3omhjbwATWAae70h6W2f3AWblCUf43URzslX6knTk+HXIh2gA/1aaF1AKcnd1sYVa3VVuWER6QIHOYnTLF3ARQ4iJClEpgGZNbobb9ITLhYSMHmSzGmS/l2VBZWR3L1VZpkds1kb7bYAGmoiQWoRgfgUzr2Xc/4GyFlA+U1Y2nFh5A1IRoAWeEnUFa3bJf1dF/VTAU4TPrEX+5EdSVFX4tHdBVJUzKoWmnoghQHWUM1fvnYGtk1ALnXSyBwAXOmaX00dZakAKGBAXb1b8iIaaRkbGF1Ai//l5G2ZXt9VIszKEzotYn+NWdDBQEhyRpgt0WfuEVAdAA6ABIp+YHftAIkIHrAOJN0yEoqtnEsJ1GlVQGYpgCKBE57pWmP9YBhdXzdh2Rz9o12dJSqIVWlJVceFRRHV2u2J4vmNwAASZABtVV2FY0fKIYLUE5UJnSGFE+gxlu7NW+nB2sqiWjzVX8UhmhnNgASgEvFpGNw6Rm1mADqtVpPiZJzhk8Q1WyQpZJW53sMwGbc55PmdGsGBwGdBVlSBZbIJ33+NIA+tHNKZnt+55Z2lILYxVQHaJgG4INcBZs+lk6dmRnTd3pSBgQ58GnJiYkBUIcDV5JXFgEFwEobaGju/9hLfudteZRHa4iTP8aCxblFQZmbIGZG5FiDRNZp7tSXdsVPJphWA/eLhYhGz7kY00dDZDmFsFhKpWaaokZKC5qLaolx5WaYQAWJ1Ld7T2SgmEZVipdOt3ZE3ahWRLZG/Sl/D7ZiAaoYa9htIbWNpYmgkJWcSRSfwlSipKRyD4qMPYRYQCVkRQVJBWCgmnhgYchxJxhSzIWB7vZR/tQAu/UAifdVgjlhJ6oYQrZJeSScZIhp8aaDTsSDH7UAAcdQX1iD96Rif5ijWHlrQCWilYdx43SQcvehY9Zim2R9fGlGnbhXDflEUzoY2fWjXyqFOxel4+Zt2CaLPzZl/pdt0P+FSg8WiNsYpEZmdWtaqKAGWd5Jm6a0imkqhp0nANzZfbu2XW3kVpuESwJGZX0qF1TlpWE5phXqpgcgfkK5TQ1gjIn1RJRlcHc0cVMldxVXABsHVPPkpZqoZBhKpPUnAWHkTUIYgg+WAMkJUJI3XaYIRV4GRFzFZkW3qm9he2UWoyuXbYskVD3pqvBphY6FQwBHean6c73ZXBsIp9f2iF0FVOJFgmoIeJ36UQ+wAPSaaWwKf3YlZMMWgS56gpDETKDmrWpxrUMaABQVlqKVXNemRgwQAdJUnt6Ggfp2hWL1ae8qhm5FrwaQlBbpVWtph94WjRuJcTMlrOoqTsnoRLL/yKWbFpiF1IRW2GVoqBcsNX4MdnoO+xMEIEYAgGN4Z1MMq6ViSFF4OpN0qlroZXAaxYC2x4dgKnB7dbA/t5QACVRA+LIyukbJ2qFM+GkbyFqM16J8Nai7hIypFWO/patFqxMLwF4IJ0wo60Rni2lpxbO3hrN9a0ZcxaU5yEU+xZzOxmzFda/fJmefpl9ei3H8xIMKMKtsmkeLaoeIFaQRwKQWm5pRRbYNOEwpdbczgbPDFJkzSbAwK2usKZE5O08+FZGNJkzdxmAHEHogS0+Qm0nUOrmFxLHLBoQDF54s26+3Rlz6il1UdFvK60+qaxNyyoRrhJVp9Z7LBrs8CoQN/5W9wttLfaR9MQSwIrVvEypQ+9dVrMtQPxZwDPC3Shq1ZctFC9BgzDtn88RPAClUUbhNRlm9NDFUmmtGWHlh6NqHF1e/tQa+8/q7j/hNfcVPdgZZE2pHy4ZgDoZtC2xZSmmV7tmLEbu/NRtjg9lfV9VPAErAMCFQbAVdMVqF7Xt8eRtjxyh3WvREDuZ4touzfWVRdQiPZottKZhHGZy9y5YABQABbaSC9uq0VcaW8obAF2a8aYpPhRtjHsW6jFtWLgwTknVPb6VGDbBx7vTBt/azadq5KBWT0FdETHiH3yStbNqVfsu6lBUBb8SXapq78tmpQGa6PwdLc4azujhqJv9sV0ZksVL1o2uUuVUXxhmBTiApT7z3Vc6XbYOYd4yGlSebw5/2AA01k1zqXpw7q99kU7clWRbmo/VmkMg4oZLVr4OceRhHVYhlsIv8aYW4h98USnS1V1lHyRPRYiBZRFEYegVrqc1FyD93cMm1R3WFTjDkx6eVjnIXoRDwey2pjmnLX2+mxIjmVxtInJg2oePLU3IXpO5EaibMxOB5AA2gadzbr0EKsjvGV2goUqzbdcZMEULGVZKanySapuY7lOI1T4R8Tw0wumzGUmu0jbjLjcPLYPT2aROaqzFErwWdqBfay1UsSCKdaO/Fr8N3ZWsoAKHke9T7QmVWhAGtEM3/hs622cAzeYO9hMfr6MvZ5tLXtIHbWJjsjHFqJ8dvO2cb/VXLXMPZyMw/JwGbGnf7e2FqBAEMAHwmHFt8NIVChqgOjNP89NBEN9M8BIfKesICAM31ybe9dM80aojilMIvmqQYJ1mP5k73PAJ2nabiBZiXKtJqLUeABdbbHMhwzMNKx1b+yJlmjRBSZaPehoRYuadb9M9bJNl2NaZ9tVMU2c63RoRANmPk9EttfHfCJ9jtSXRP2KlVOmdgx0pk6134e9OkNIqPXUgBS2TxmtNL+WFPt3O+951A+aXQNbqLbFGDPWNUJF82TWxsBdeCfWF3SNczOU+q2qlta3RfiG5b//XYA3GFrPXRi9xp3YZyPAix4Qiiqi2k7gnOEAjSEoaMJblF7b1/HAy7lY3TOGrX/wSP2QhOlzzTK03VWy2tJw2HmumE2dSWInVOuCTKN3raIIpgtpZXErbbFlpI901sTPrEtvfctyZk9NtchWWzyOhOqhV4j43ZzGthEnCreCyz4alyyalvkMVPnXWQ/FRmT7yeyN3hD3ZSO2RjVAS/7stNnuamniTinUreH0Vgz4uMY4jF7u143qYAbFZabmbWcCa4UhxUZuygrMvW8yTdFylTvZzabazhcAyDcve7gtima+zmYhhpl+Ta9rvBo3e8JQUBqevC8J2yMwmrckShV/8kd0Km2c1M6EL+6AdgRZ+McZoWRPtbcWcs0lBu0HvYsQyKkE2H20ULwpmt3duEWHiMn4OL2CdIYE7+6L3sAHZ+ul26yNgGz7DukWbE6C+qjMtGqJ40wAQMWcoEcCUuhvuVe8eu1mqMQ+Ka67C+1FgZAcw6682759D+UQKG4GvsSWqcfx610oc17LO4yOtMSps0vBj3pJue7YEt2NLu7kTpzPvb7l/FVlhMwVyMcZjdRKcHptlUvQ/A1p26pwF3cmiZbUhu4Iiuf/L+8Bhswvbedq29yBNvtcVqhewlrBOLjNPLxDqnujOFeRMvddQcAa3ZAPV2Tnan6ptd8RB/37v/He8Qn0dCVbnyHrj1t0p53qmk7J2ydttf5bAI9upYmb8eJakS7EQs2lU7bGgl79RuyvAmTGuTHvFR/2lsTOeQFWUED+nqbtvjuGwna7wJjWPoWMydCYQmK7rWvsTC9MG+R5su/6LfWZvM+09+LIbMS1V1T/OdGqxfT2SlHPMEad0greYnKE2f/cz3PlknytG1jmmANeWXHveCLV42/dF+3+jaPPWDvuRK3cv5unNZb/j3G6tdH/aJHXnfho5Y6n2dmfqHfsj8XdWyRsEYF28dAJO1GrI5Tc7f9O0xlgD1/bKAj5XzpOqsGeSoX0QbtfBfqkZXf+XLVKTQ9/Tky6CR//9N2f3yCCzSLUZfXOpRgoadt0YBgA+EtRSFAohxtwxfuB6VMkWzo1/ety9eagzt4qXqCvC3AGFAwECCCAIcRBhAAUGGBhIwhBhxIIIFDQowYCAxAIEAADx+BBlS5EiSJU2eRJlS5UqWLV2+hBlT5kyaNW3exJkzZkIABAoQLMARQMKNEDQSRZpU6YIDDRBw3IiAgQSOPwkeUIqwg4ekBCQiYDhAQdaDCyRyBBsx60KIAwZAbKDUAdmsQxFaZWgw4VuIUAM8oBtYMFG+DP0ODpARaNbCBAkckAgR70SEjQcW4Mugo07OnT1/Bh1a9GjSpU3bXGpgrFKjEbEiHowAwv+ABqsPpm1Id4QBA4ATThbgVnJg4HEDPFSL8HGBAhGQQzRQOKhcpXYFC+ybEDtErAusNjgMW7zXiAbEHzSAMQFZ3AOxth84m2ADiQ8APIjMsMBp/v39/wcwQAEHJI0ohxaga7uwwjsPKcUIQvCg1hh6TSkDRABhoPWUawy+gRgkigDpoMKPO4QUaMyygdBLwLys5mqQKNwGiBAhBQkSqy0QY0xogRrJg45HwRJ4awC9gCRoPYcUuHGgCPNjaAECp6SySiuvxDJLlQIwwKgBDijMOKXoi2hHuqxDyqzhDlKxQqTIW4EgFxFK4ICnmhTANrIONDDMhMiE0k26YBTyoAf/DKgxoRIlgwwigwxAYE4hF+BrgA2BGyBGBRIVj9KCiGILotUahXIALU9FNVVVV2V1peMC7UrF4MjalCMFGLhoAQISSABEDwVAiNSCGhigAAMeGwACBBoVQYSBxHwzokzfRKCABiIIzDlOobwMNkILpUvYiSacDy+xeBqvPIUakzRNThWacMMGeQMRuAJ+41YAA1rlt19//wVYtABkZSgp4AjSrCu8AI1Ir4SeK/ggERkiV1qC4pw1K/ja3aixhMXjFloCyAQvqW/BJWuyew+2bNoYPbw3KgYOMDM6HGn+yzKOD5LgLWPHK2yA8A4oQNnIEAg4aaWXZrrpnvL17UQo/wsADM2KoWwXSfcSQrYABAiOCARnhSYrAswamNM6cQV4N7AHJapwYhzDA+BklLMy4IADXMRT3RjXdjkwrSGEuNuDrANu5wQjRffgiBJwOnLJJ6f8v4PWbitNbgXtOzJoD4IYgh1DzVeACuITss3z5JZoTg8lQMruuwcT9ld5z4MZsV8FKABzpJqMGdzdIdqscuOPRz55V6stIAE1ocSWqEXz64jO0hej9oDbo71eABA+GEhxwVSE/bwHEGiAAXI/DuDg4BGSfXbBdu114Ij0hM1svwV729GI3r/cUSwkgacEBmxzg5SUlLdABjYwcp7qnkW+dBgJ5IsBq+kc3ITkuP/8VCAEAtgebNbWNvEkACPt6p8APheA+MlvMEMpHPtgk0JLwWZ4rBtI9MrCQaU8gFziY1P3ruJAIhbRiKhimBAHQjaEfC04UFrN1fKTKAKYKSkoCguUUNACAehwdY0R1MMwc8EYNYljLXRhUtBEJ76EcTDPm8/qInMvCArAYRvJjxvbF5GoJQVz+RLaEQU5SEKe5o9CdOP0IpIwn1zPRq0pAAm7IpUCJoCDpguBJAVzvouIT1yaZA+FTJZGlPXxPIBrUB2XaJsFcOyPALSRRELItQPmx1SFxGUudUmTwSlxiUpJYcQOwiQpXmWY0rqjeP5YggpYEWWkM1yDCICAAo7/kpTXHEwFMxcjQE2HLpekkYO+QpeREQQC2szXfna5Tna2MyQBSGJkjMStwHGNg/UMADr/55tgCkCP8+MVcE6wgULl7QAkLNxATAmbKr4Imw+lCxy3Fpg17lGU4eJWu+LJtsEoYDUbbZ07RTrSQl4ySIcUAOwIsFAura18tNRPAhiHkGIKwJmCW9gGLCAkhrkxocBCSkXfRKYaxg5lQoUoRuf2xbMkiFsQkJG0mFq6W5LUqldVXi8lIiZSNcZYVikA/m6jH6UgS1ljyg8QEcMkqGgAA+KxS0I5NjgZIqZiXjwIGpNKFqQK7kFeYynoLIIAUxIMlBn8EEwZItbADO8s/1iFbGSdVk4o4ap5IVJNAJhykQjo6IoS2JuQOhsZtYrHAAUIQQVKa7BFJgViTDRtRKBKFBj1da+D4Q1xgoTWpaInP1BRANEOoCeTKjREiqnN6orLHQVK1rnPZdUDamnTwGQwmfMioTzl95wPgOC6uoWLUhQA2lnGRoDwu22hnjMA8QHPQq6x3lZ9mxvN5muF4iUTzpLiRF+qELr/BTCWUBpNNT5takJaL8c8dK7BJKABDSiv/QhyusMhRp8awmZC8alXbLbyplwqk1J+pRRUHvN/UGlZAEv1YWjONqr9LUiAZTxj/9iMW94MJaxeaKAQE6Wr382KypIiUQytVrGoQ/+IbWNkmetyOI1YHMhLsxJPKT9Mqn688kGSWCFoOsmi0mJAhMUJkRAKUTgRaS6N1bxmznRZWka+MJp5FM/vEiCzsEloCLu8ggg95lmMVQ6YvhTYJBeqjm50MjmVg76D9tAyYpYwQzTTUK41LETLcqmPl3hHiYYvnxKBpQHhmxA3Ty0y9mFzqlU9k35CpK7vzQ+QB6OiV3PzfxWtGAwyICFRpfc6EdhRoruiGPZCGcNI0XAPq9UmqxQVPYXRjHU6BwGWgijFHXMUYk4bHNVV2sxHW3W4xb2S6RpXMMBxDgIAjZh4TrDCrrVT3iDwM6LEM9TGZtsFXmUiXwtJ2Eip2MH/GBRnoIYIbDozUALE+r/B/k5vO7uRDhVgr5siVqytRuS4Nb5xkbCsqfNrlLEayTsjJ6VvDH4TwaqcUCBP004c4UAGStxvNQbm39opXQgTGurdGW1NdBkt8ZLytlffKldIgU+miBScENbUjkl5AAeXi6Picdzq4TZjlhEDGBzmiUdLb+3QoRQeeyHGAWsLNc0HQyglE4Xgj0uKZfA6lIMl13dBJcpPGRR0OYmH1tlWDtyoacUFWNJi3SPA1RW/6hmZp38b8qgNw/7uxhZNAsEEEbe21yRZE8UDR4A73tU+qMFQGnSlA9HInU2UgyUs2YHpMj7hGZH7kuV6fZQIXimf/xC4lVtOiwc+jR+TPi868Wc2Zm/16ELD80yGYDjGI5S2xzKzI0HSo48RhyceHxcNTlydJ8C6A+Ch7oc+MOLamfv8XjpJpRA241Qlt6oefPpHVkGwBVWPlUrWrDDop/LsI6c7DDeTPaXAAA2YJorAvuwjJ8vAoOsLLmspuSC7PoQ4tN3TGJ9RHA/pvDfBFImwjW2jr8FIoVHpHsipvxTEqgCgPRIbNS6xigPooy7TPdBpI3xpi1jDuaOhJhf5qYQhtISwAAo4D0gBorYDF73yEDdZEopqEAdjAIg7ljSSrrAIQqLoNLEADhcTF/1CCrMpFkkZnO7zPaRRwTNspyoyPP8+Yq01kSgAgpgqiy/sYcH/YQqJkKFtMxJGaw+q+SkFcCIjoQudYqigET+I0qt4crECW8C7QRZ3QwyBw7ZVkpj/ETGI0CFFyph1KZ00Q8NPHCQb+62yaIoHO5jXOJh2eQDnMBMVQRC+S5KDOBg55B4K0cQGuLB/OggLIKjB2EIhQcIXWamsWJvaK5RgbEQ6mRlO6aU5iQAEuJ2fmkFdyTI8WY3/kxZUA8VtLKJS4z/HGojV0CCGGqdf8Y2EuqmNAjEccTMrooCdmh+JAKVrSoDTEQAGYKkum8BkBBc76w2J6RBv2y2W+ikLdLoH7DGQ2igF4MaGbCCQihKFoKc5IZ//85Cnmfu0vvumyJCYZVGS1qmOg3AralE3C5QlmnsIe+QdpYCYDuTH7WKI9VibwxC47VMhPRkc4+g6/bPEolCixHPIoDyeAyKjjJSldjnFU7IlMguRFrmOOboiEKQLCjiZ9qgQiaBFA5kplHkLleQoqDMAYCvCn/iSBrmV4NBFUmqSTns6k+QOz5rD4IAKcHyfG0EQfLueAxDKvaScS7qdQ2KQukMMl6sWecILlySLP1IcTBGMrXDLmDyIcSyroPkwchoIr4S0Ivy5jtrMMwGXFMKcZILIT+mRpqimABiwdgkuXISKqZMtvoRNpvGO58s77UKKeErLWMKRCFBHJrnC/8YCSVgzDMEgFLTTsv1pQzoUksscwbs5mHlMiBSqQc9sEPeJp22xL8EAx7QcsPxogNgET4DBRo0cueDkMYiIEAUwk1ssSEeMiKw8CNAUjAzggPi8sjekFaksFMhQyQJcTktDjG7bq7UZLldDitLJzeizpZSBMX0JzwflF6qSRWkZgKLcL8i0MQhoG1j8EMtIUIU4AAY4TaTjPwoML8HQt327KM2KQaeSM3BpAHtEudk5SRZ1j8ASUAyUn8HhiK6ZJYzzsus4OLxpUAeF0CNFFXAkiE05L7IggAj4x07zv7OoI2M8T0rUnMVy0qQUjJgLIi2VIzZEmRFwSvnRlpmUyP8SfTEwBRck9I7LgM5JdI/2QMweEcEVJQoA6E5uQdI+zZLRXCy9MxDMoLcxy4taNCcbUTjE6EnC6MyE+KNDTIgUJQDkklRi5DeUubnq0o/JcJF4UhyGqVMXMr3SkwAJlBheqUykgCb/NMoijSQ/ldUB2dNMYcvahEykoDUsa07YwJPwYEtfkYjkQwwP2DX5CcRRJU750cS9gUa/kEyHK8mXpE7Kq5PM7D8GcIvyUQAyYQC/8EYBcDo0m9Vy9Q+t2i3gEBQVSQrcZMmziVOT+zjd7DVdBdAr+kejosI02lSyaE9HBTxqRY8GgIDhYtWxYAqnGB1DRBkcgq3dERqDKsz/qTHXijWkzVEOvBAUtuSYJllVadI6QwlZhBgnDyQIOfSADsC+yFvW2RmxYToACEgf/aPWjTHIYWUl06yYReSRtbmj8QpRHOEYDoUIizVa0hDFFxymKcy/F8XV4NjHBrFZEs1Ve90tgCXNhHAAIuw35JvHfiXSNbkRctmex5i36UwqjpXTnhywS93IE2XVCamrijizoj3au+WM4yAWKJG1Nbo2sIza6ipT7SAWBpAkMCxUZNumK6U6ojjAfpNS0pOfxOE16Bi8pr2KSh2Ib02qKpQnbjmffAlc1lNaHDSmrrg1vFVdm/BczRvcsjpVprytO5VLbCIV6NuI9GjSXezF/9tKIfjMKxd6gEYh1l6aznZbEIhS0rErHZTh0LZhy8BKoWNZ3eqNCSA1T4M7mgEFtWuKOEhdUKQgxPS6GitloWs6jGZUitJRVpOrH3SZUBhrnnxJJtvyEfo5jNq5UP202jez3v9dCRgDEYyL1xhhy3Akpb8dz/LixfRyV7IA2+YT0wNNJx5RED0CVCgpvGH9CQjAVhu8V4W4XENNjrgbOwBGYZMImZ4JYZLVMdtNK8EhmssKDLaMELCRNapML48VveDdK3yLMOytNcFp4fnKS4vAmV5y2x6JYSKODBliir3BOL1M4SoOCZBisGh14fwY4rsBzAasQLKw4ciUlgW4wv+RjJGlE8TASLAzieDVYTTxw6HpfZmRVbGMcsGqDcnb9M4haeI7VqGDs+JB9ggNo4q7ML/o5FuIOuDcTKF5/Fv5CgwdltpMTRAje2NSIgAfYTQEEZYP5VWhG7KHu0OIAF5LqtAlJoqaSjvGrdd1zAttjQxPJGTr1cTapddfipVRhKj+WWO6wEpOHcHnHAzHtEia1VSBvd0BpCZV/sJGzRaGMF+UgcgPlRVoSSHjcDMqrmUA3p1ksrGSUYhE6YmJxdOH4k2vWeKSpYvVNFgOOWfJRROPyAq1lZ9MRtZH5cqrNbzETThnNuBR3CwvxMJF6iOWuSxZ2Zdu/t9X6grfsMn/trSn0xVYTXvlGJmmThIP+kwXp70bfB7eyxjdOrza2ekfF4GPD4YosAOKsSgc1dQbXoFGpk2I4emdyABKhsZbh/gj8300fP3Y81gAbUUbHsEhUL6mFIWNX3QhfAaOAg68RG5YacEMOx49H6HgsKhp/SC01m0Yx5EAnb7bncRErmHa8lTOHQ5Y80GfKLwmZPRShpqQGf3ogoLm90NOlBnP+8EmZBROMO0yXUQWUGPLqhLrih1X9vkrvCQItVOR38Q+v1ZqX93Kpt7P3c0mfbZrxKvoHazXBROMjSIYhjxsc3Uznm60YMnBYe2/3FodRCmr7O1s2DBWga2b31lU7bRq/8FYZlLqHlcNEUH7p27d3KBOiiy7O7rYa+4obXO1RqgTIsbqKlV+ENFBVI1MI7+ua5DbVuM2uyObZgXNWmm6M7W8ni6uMIdFXStUr6vFE9xNznTK6ebuUyXevXBtGAMgWMMdv8U9P/9GZK2WGO8ePaFK2cDwap69572w5Kx4m/BuRMJcZN5uQYs+VCeVKfEZ6t7Bn40KHlQuajHqnoWm7z4NpkiSHiFKHBVBW6KQbU7suzcV15EGFwVwHn+jgLDcEQ68JkLBE/AisNlWXJyetd29mlfzDQVp5RwLkqktC98biBLv0wcI6XkFZN7xPVlBzF6apWmamR7la4hao6gzJ/8CfwHw2dz4fpYej0vHYPJYFPKlCFFPzVPG4N/4PWcZf2ByfJzBcZlbzigpf1Cwo5li5I05IRXw2CgpUhEjc0UKb/C96p8lJ4sB8KCTRQrBJCVCib23DWMxT6Nd2Zm+wpw+AoCESpQDbtz1g45fPT0lQkFBh034wJVS6T5deXVpxhP4oPStVlOysLd+6yWoBjFmWvXDkSs2D/DxVvN7jHM6wYzhKtUGKV1AdhjapR7cyRw80Z7+ViJalvWGxJwMrhdp/lKqAztxRg+aptp7dKbwQ83Ju63T1nbTKQGCWCiGQW9/s+hf1piIaHF+PHFih+c0t8CYFuH3heUb+xugQDH/eVruiAh3vvxm+nU7oAgtIw5ShTgMUQRe9SQnQFkbGo+RO8etgUgtXXa4jFd2RVnVyYBw7FN1r+MRtkoIfQo11zxCJy3vhZcMJTLsiW/IUuEW9vm+QlvNQ45t2Y0R4HgblZ6fagnxSzT36hyI7gKhBcRnB4OwOq9ox9p32Og0OawskQ519CnSJRL6oERXHCEYh+mlStbsp2yLQ8lXRwQjJkfq4xKA1IL6TX/2NHIs4BaPOMMngvn7Mkr7iVh7h6QqItd4CFFKAJc8ZL6bElS0fiQAY8Y+fA78EJmaRyToyQ+LNeJABmEewpodP9+qUiHtxgfF5ZKVRQzW80iomP+d/90uFHbeK8/n98/P58hgaVyel2qfPew23eCA7MyOSRX5kqeab9hPQSX1cNKtevHwan1JnbXeY5Ap4ofi6M4HfvkBgODSm7zgcR6xjB1ZAGgkyBZO2BFtMJ/BFlkh81KRfjTEb7aRTu29DAIHCAIFBAgYYCAAwoQKFzJEqGAAQQEHGlKsWJFBxIgKFBooMIDBAosiRV4YafJkQwcoV7Js6bLigwgJCARokJFggZcBEtwc8BLjzZwJEWQcQFNngIE9ERo4APFmRAMAplKtavUq1qxat3Lt6vUr2LBix5Ita/Ys2rRq13K1CTWiBIQHMk5saCDBQaQBCBzVi3CBgb5+G/8SeEqwAYKZAYhmzDtYIYcMj12qnGz58kmgGYW6NBwxgkvNEQeE3Au1gd65N+sOhfA2AdvYsmfTrm37Nu7curESMGDggWecEjYmVIAAQemKADCfvEuc5fKRvgUrJICgQAOlBHkuZV7SZPTJACozL28+gAGoCZSLfIvAIvWE6d8WIMD9pk4CrnvGDxBc4m4BCjgggQUaeOBaqhWkIEE+JRTeQgswUABIIgG2EYSTGWAYA5g9FFGHFTH4FkH9+eVBB+dZRJ6KLT7GYIgv/QdaQwk8xZpCom12X0Y6aRfRATQhANEA7wUwIkEHILgkk006+SSUXjFGV0QQPFcRjwI4tpD/QBGhhhkBUBnJkAJ4tRTcmAz995aJfjlAAXMEPLCii0gN+VGbli0gwQHJvZSlgwxl+eVCBrh103ybvRQmVBuNGJeOET0QJaWVWnoppmf9l8ADBlxpUXCBLrQfkJhlWVBDhw7wqUWJjlYRiUGxhxQGKVo2JEEMzJlSnSbd5eePAlDo50tlbsnclPVR9B+rASjwlgES3NSsSQtAy+hNXUKbKbfdevutk+61qhhTbyVnQGKuRoSZtFAxNKKoIk2Z0a4MBStAuw1S+9ibk80rLEUs9srQAoZ9qW5G6+mk6r6DdbovtglT9NZGBuw3AI0tPcAmwgIsgCRBC4A7Msklm6zW/73HymdYXdY2ute92V6GcE4JFFBAkNA2B1W8HMmqwAEMIJDnYBhoMNl/xCIk8MAKBTcRyOu+BK9eGbakc0Mjfjnieh0VpPBI+TZ4QAQUP8vmyWmrvTbb6nLGpXoI/QeBU7FKfRmpBBla1GsPihQs2HYphWOvFmwwWMQRKWxfXkw3jd5rh2J9NVQqD0y1iCAilPjXq52Ea09Bfbwm26WbfrqlNgoAwVMgHUcAhP8WVLHddqeJkNUtEQCUQR1DpXRFBLhV5OMWDv7ABhY8pjODBjje9Km16+0S5wIEXrx2q46kQF/R/0dT7mr2ZNhHsRoUAOrpq7++bjr2KXZcCUVdQP8CDawJlXa3gymX9G+fREDDGhI+PcnKcIOh2qlwULwISe8tK4HQfyzXtAWYaSUKiBmJJEgmaKHLNw2UCvtCKMIRjqV6k4teA6cFwMvxTHUC0JVCBrhABQTGJJLTGwWeNy7qMCwAeSPICS4TAdcQ7yQYPIyOrreSLPlvgdS7XwZPcjZEJeSGsZoUCbOoxS0CAIVQiZF/UhgrMOqlKQfQYEJcRpfN1Qs8TdPWC61zMwS0ESFvmYgGMIASVxFOARFwzH+COJkskdEiUSPIcA6AM+AtsXV1/N9x0AgdlsiuQW/pGajchZBKkogBXPwkKNPnO/xVx4pi1N/CMlLId23mkU7//FvoqiS+m7wnh/+LW0XuNQLLfG8lhSERoR4jpz8pqnhWNEjMGEkRdSmMkyQaQCijKc20iZEhvxTj6oi2xMpJhwEMUOIrLSS928nuKB3wgElkB4FW9eR5BHDKAOI3kuqh0iJeVJoMy8O5eqoISaiJ1CpFooAJVUhu2BTANBOq0G6NkooL8aIAEGOACDQAMZe5V0AXks9w1qh/DJFc4HSoEJCJZEOHIYDjrokTk5iQnxRx4U0UttHzyA6TfmPOFKMSADVqBHF2ixnsFirUoT7piGtkiNiKok2NIQACELjOaZxoH3IRsHYQIJbXBnC9DHBgJKdqImF25TgkgfOjJAog/0M2BpWMjeQBEhjAAIJkGZKiBFcFkKRXMzImHrF1XCoLj91g6iWiErawBCpbA8HqrOxBQALUmelI8vafAdDvcTxy6UuMGhFlQU6vC/mOSIKD14U47j+EowgcPcsSzBlRqRqKamYcipTpMMQ3//uRXOEWK7q9xbC+/a1t7rWmJhKgYLK9jDNhW6ecTk8vCrBJXIUHJFNG1KAyS0hk5jm80ZK2Ifc6LaygAl4ZPuBH3N2JeC0TLLQ6BCrrRAlkWWLSnmwkAQc4gHFqV1Pg8re/ablXdtI7UhIp1i+aPW4/lVssWRV3V3uDCgAnhxDQiuQBS+UVQ2SH2Rxx0yXo4tRKIv8FTb0Ipm4NUKag2PTKSG1WsrVjrgAQ4N8Z0/grxo0p567E4rtdhrokAm95rPheimw0Un3t7E0WUL282CcCL7AVwQiK4pE8z4rveYB9h0YR5ha4PEjq8kgUBOSTRO+VDT2oRHiUkxoLiAITuACbT9cxoSzgYlsyYYPKA1EBu0h2Yz6Jaa35ljkFy0FiGwGcChXTk1hNh/e6MUGO7BCMUHaRInlnki68TPHWsCUj+nOFv7hiNNfOwk1tEGzinBs3w1nVbPuPPDfHqoZuOJVeOuKULaNSgrDXIj+USEPc5xDPHASxEQHBEWb5qpfo8C2/diX/JIZazxgFKVHrk6arp+n/2mYEAtvGjI9JLQDuBSfVrq4Nq8+ttiWbBMalOo8ZD7Lrd/fqgjjJ9UhkRy3VFHFzCDjA0Gh4rxMk+i8SXkmzGyhp9EKYIhrWy8fqhj/2duy8hPn3wgfmRcqiuWPQVDdt0g3ykmH6d+nEX6eb9mEEeNNyEmJAxv3Cl8lIDrNtSu1NaHC04piL2blsYFnXtPB7ve3D0K6IsXlGZIVEb6nhuRMDem2eDP1oANkJ+EEPib6Rx0bkXP8WCm26EOEywOJNq/q3FxgtBEjdu7YzYEJCpRMdfigip74uQ0i0cCt+qbyNWUlyy5oQtcpqJeudmSQVsK87OXYhdecZVHOV9Jt8/73rb668t/Cc68nT8k9EqvVqRc1RF7l7NARIns/+7vPgKbLsSE5SRdZkIoTlBUkoScCvj4olFYskAt78o+gHM1+M2eUppLl0qry0l+f0RkgkkgDm1+L16F+qkloOc+3SniVQU06To1fRKDkL980doAH4RYpIG7IA+1V2Jy1XyMMvUpRdvSXmVZSe4BHSdJFIbk2PgTGxwJiJ8BsqaZP3bB31ncX0JSCl0JVvHN2R1E7+LUvDCROJpN33sUT1cI9C2BJmpN9I/AgYMcgEPo1p4BI7SQ/RwNiQvZT0iF3o3QQZIQnh3MUNcR9h/BgDKuDl7WClHNN8xVhFnBno8VyHbf8OBsad0mWgitxgQ+TRB9rJEe6FbZWUA4VRkmFfT+TL8Y2EjkhSuCHSYxDdAyBAA5QdgCXEvNGLS0QNAvpgWIgcBVgAHcIhkxzTFC7EIQnAt7EbzOCE2SXEqQSiGzFhQmgGkHmgZYCgRWCUS+yfugRT5ixFbwBP+NgVXmkWmK3El93Er7EGFHmMoEDEXaGWKSmAHYqFyGHABLRiKiKI7BBdqwTNv4BXnthbUSAEcGShS0wJ8RliixRXnpzTZTCiv1FIXjhiS/BUnjHF4OxM59UWIS5EpxzEnnGWr0wIHW0QmhHHmVEH1yjEc+HEWzTAK4LFAp7jgRCe3cBgdShSA6j/jAuBl4gRh+xkFEslITCWhzFmlUsZ467FhexMYEXcEEGKBIM0EY8cpMONRhB20kkwSLUVSihGlEMK4k/pVk+8xxpCmDp2RTp+ZIGcGcDoBRPpIQoGgIiJxz6GE1flle4xhDFGigLs4mZZW4MkRgK0XW15kxIxoyi2BO2p4EgApdUpkQIApd2hx7GUnk6hTwBwHpAkVSeJ5FaEpFUKyIFtSe4M0HJImIR9WUuOZUtQGAXiXXeZhLiU4Ryh1r+NVm+oEnMgCT7+3E1IwENWoEVQpebkHYkoU7iJSkMdWEFkZVZgpWHmRgBIjySixMydoAyqYd8YYUbYn4clBllq1Hlk/1fw1B9F4AAEJoS4wORKXZqYvMQAyeKZiN5dIIw7RlsULYQp1SW/SRgUESZCJaZVIKZu1kZyFRMNGeBTNABNvAUYRdBCJB0O+hL5AA/Q4Iw+bk9oqkhfmKVGqh5HDEAFRBTR0OQ8ickDLN4SzhWfrYSVLUQSVYvdFNLjFQRiEI2FVU/gjFIYNkhvVgVv3mds/GZMaQc+qss6BRpGFhM1ykR0UsQN9Yy6TKMh0ZtfxNd8MQABoIhFJCi3CcB2ogp8eAYOJhd48aWHvMwy8gdSEQlDLqbdqMw73YxnHCSzkN/9VKTi6OdU5CeNpgWKipEJUkTKzBnTOZJ52AxlMdnByf8deWZEYyoEWxZAEVphtwVAv0xbRiiNUmSoANgfAUgAdnDXHgKbohXezBgfg85XAezLdI6K3bQgSvZE+22aXO6FjI7TjQKAjc6pWexZA0GbuOSlEFbHmerEiByEuyGABAhNXIro8uglQ/xaKfpI5RhN70kAVSlERFhprD0GST5SsDDo9vDklh1oitmNidjNn/mj/IgbQTxVUN1ondopWXRpA1HLpiCEKbGGMJoH5zhIKGoVxUyGu0mQMzHoW8RFlMaXEmKo4mwSKXIqQmgWq5RcozKHoQwpE0aAR4TiqNoNT8ZprMjUnLaqq4oFf0pPRcjOrlDXTGjHcrbE/l2jkVr/oMm53TPpxKxC6kswhpXSRDjqxVsJC+81xJ8KEGkSRJOeB1+SEo/aDkvgpvnI2JwGQAdwQLjOBjs+E6lahGZ0IcPxTLAULDRe1xAVBIv9S14YK8aCqb2I6r1W4Ph5GrKeT66qV2Qu0H9Mp8nqTgopk1Iu5TYFRdlhk8MqVABsgAdkwAZMrPqc2RFxH+OkbAqVh4IlhFQWF0F5qg1tVptAFFKIhmOgXn6MgGNM7WTAUZIu18EVjxfhDHRaCHWlneTUBUlSHihRAAZwQAdYgAM4gAVkgAccLdKqj3EMzb8YBDDphYj9q2W4ykReZ06eIbMKlAHkGgat65ZVkEK0bEuw/0jHgGqEeMoruRu+qYgzle1faGNf7JrHMsUBSMC5HBQqihAFFK0G5K0DaEAGYAAF/O0IwdF7fFr0bOJIoMkVxsm/JcACQNvgxqQT+d6PFEDAsoQiUsZCBAfpZmZkdYcammGf1EnglWtRPEcZMsD2WsZBrSrbDG3R4q3eRqwe6e4nlRuSNEV5Lsp2JcVq4IpWYcaUBJS1Wl2khK6L2AcCPK5IQOHqpZFrWa9LtOeWtGfqooRx7NhhOAul2SrCqgieZsTrlgzd2q362m7fvqH7gpI6WSxaAux1tClhnK66pqe/oCzuOM38KrBfRC9LMA2WSUBiKFnrEXAGWgfAnS6Lcf9uQzjTR7he4ghFmU1ScaRcRTxnCpnvpRBtBsyu3moAB+DuCBPWmkCRmFZY3gBvE/PFeA7Gi8beDNOwXhCj9FoTBnnszUrV/ZQVYCThzqbqgN0EaETProRHHQ8ey52RGqorS8WpkkDJ0Hpw3lpAxB7OFgNX9cRVCrnUQDKa1CIuUshngyKYcymFhJKlMcqkvF7gTalxvnWrNZFKXVLEHuJIoHGOmj5eXKCudfHs7olRXBhIB1tx7fKt3z4yjUVyR55tQijjSmzuY1Rsc0mplyTAAMscMw7A80qRWxzANCvES2YuN6IyDZusj8XHjoaYyibEJ25SSsJvo7gmfKCZT+D/BvpW8SKzb+4CM8jJ3jDP7Cj3pXy8TiYh6ZEuG3xoKZOSTxLi4mlaBpchhXWaBNOc2Yk6URzjXKlASMewKzB9ir4ZHPaeypokBibDH6kFrVp08N0usi+LMD1zXSXNSQoVmOw4ht89pfoZBjY+huTUdGjB8C2N0WUYmU5EhskyDZ6VSK/QFhMfM4FZzv6xBLU5s+X8yF7x3rjGmDpXxMEuCIGZRezCc97arhandCrCFmEC2d0p36me8EM9M2aoy2uWi6JG5MUu3Wp6jk4stEiMVaxsWBxfKMGqiDLDHkUYJfWoRgOQivYUCsBdSUUjBOeVTxb+kEudmSLhj1egb0mv/28WozRYv6LiHkUUJx+SHstkPs69HGTHeKpRATCgHfRLUCjCsTKQ9HCdcI4PuyCiJqxq2RpABy9d1/J27FqIwBH3MWxUXAVJf/BJbzaNAjHYjNJTFIDSPAAN+mU0Ps4dsVQZo4QEP7BFZDT6FRxDw8cCiaV5VFJbIaJqC1oeVgSk+Q/vhufHQIAK78XxRiQpHlgBULEVM3IWz7NyTyxUysclyVt/eBF1PJqKLECz3Avo7StLAOUBTCpSZAhI+YW9nkQoD8xKmgfN/I+CHHZL/OoxGy9q8bCDDkawhAAIiMAHVICLVwAWO/J/P3JDvOuWtaNi30T1+kWyUMepaBr+Pv/0Q+U2h/PzYERpeAPjParIpn5sgyRhLw1GdIzIKqPEBtAAi794C4gACJSAKs14SjsE+LyeliBk7UiiqUKWdAkLWgEKKzVIbftSAkj4eSwAvgWnRVw4le3jvKV3GwIiSpT2yr7p2CLuUh037WoAEaBACNTOx4H5I7tQmTqEIp2fSEgwj+VHcBDNrHJJFb6RIs03h3/xlpHKpS4E5u6ER5xYQmQ4Q+x1uynF+awEYFjGAF2354mhRSxAYgSsUuYF/qYJ3Vax+vI37jqerAMTpI8weljo/7jFgS1TYiyVn7UHa3MUcLcIUMrqolGE1571U7r6G2lT4G7E40W4nwdPDDf/a0pSz0hIjiS1ZvVEQH4JQAmsOAsk+klfmqyDDqIsu+4600Hec1RFgFrbL5CEphWBWacjdKWrdvyqSKSAF0dbxPhxjlCIuyEyiMQFxTVXB1BAwJawNRFPYkaYCBxhR0SEAAqoQIu/+AdweQiknYweMsBPbEPhIJI8t2gYBEHzJRpFyo67+cxwMhr39qxkVtSij3lXhCLun8Z/HwDEba740tgdly9aLVO3ezETxL2LgBCkAMyrgJcTcwpKD/TdfLga1XqkcD2R4VEYwIQ41g95xFkN4XpnWJVofT/vdk7fpcSncWMXsB5tLBtG/ffVJxvGUBHfiFsTaBrxPUuMJkJs/4AHwzyXl4DiPVispPdUe4zau2oo+vvqPJIVBZRTkgg/zctyPgxzKGXoIklpSAgExGNVafBZJqtFeKAyfwnijx5xa9O/lCldvbqvHgXQ1P5BaIeKi4AMFDv71gDW5J4sWQSE2Aw22Xzo0yimU76AGz2Zk2OsSNpyTFXJIwXs8zpywEfe1MXkRatfDJ8G8a5JsHFnL80CKbhcm8RVZ3fuOzpABBA4kGBBAAURJjQwQICAAgkaCigBYoiMChdbiHCRJCGBiB8JCGzwkaSAkAkTHii5kmQDAC9hxpQ5k2ZNmzdx5tS5k2dPnz+BBhU6lGhRoy89smQ5IMBBgiojIkAZIP8pSQNKHU7VupVrV5QMPw6A2vDA1gQMDhgYCJakVK9dFyzoqkDu2wsDCSA4kICgg7d/zYKFoABwQQJsBQwwAGGlW61VsTZ0XJjrAgEhUKj4cPHiBxEgZhgoQFbrWNICrypNmKDAQ4KQVzIumeBobdu3cefWvZt3b6KpI0dk6pSgAgQITk6V0DaAaNWUoUdHTdJ0Q7VvLbNMjjAvWsLSwWfgoNUveMDAGw7YXpgAg4YMTiowAHXAZK3B35svSAFDBg0OUuhMBBRCmI07Awx4ACEEwJKgIPdWagCh0UgqwIAIIjNAAcSG883DD0EMUcQRScQJAfwiKgu8BBgagK+BFir/qQD9aJzrgAIOUGAkkhj4SwGlXkQou4iu48oABIqk8a6pyqMsggYKQEBBryj8yL4aBVpvq+raSuC76DbwwD8HyNQgAw82CAAxloIUCKKI2sQLpRNLqisABd9cicuwqGLtoxlLDFTQQQktlNAdUZwSyz4TGDKiHheNdKoqI5rxrzXhRInSxLgioMoBvjSPgwyYhA7C9LT8qiQVJSXogQMGECtVgTYFCTD+OOjAAjIt6IADDCjQNLjt0GvITq8WgFWABghrr6HWlML0I7RYOsDQa7HNVtttc9oztlnBWy7aVskliE4rAXPUVu5WSjIhRNOD7gEEWnNsyYSa/KtYAVjd/6rWKyWlVL2pFmCRR5QUSCCCMMfk1Vdg39oXsThPTdE82fCrVdqSuO3Y449B9hC29wyMdN+SwIURgTjL9eqwsFJGiYDqAA7gx5LcNWylY9+i1FIPOkAp37e4ZKqrfWPWL0+LH6tSQoI2yPUEzj7oAU3zzlUsrwZynFDGFVFsaOmwBQjZ7LPRTjunABpbaVHnglO0I4wH4LnlTqE6IOmpZi6AAbWIKwhTuRG62SqURBvANXNLdiBYhIb2qui3srZb0orjrSyGF3Ld1YFeOQiiwI9qJADBrri0tqvAnwq7R3g3rlDt2WmvveNz/2y3RtyxgnQqeDm9e1ECJMDRcn1JYv8ZIUxTLbbfWi3FQAN8Kdu336OPl5RLSwtiWIMRwGdhiSLSFLxk4fFCGTzelYLgJAMYiL1O2+mv334Ra8XKwoISZyB7nTOmFQCMTAA5Qx90NvQR5f1lAQyAQAMMuCDqqIokyanV0wLgOMiZCmaFOwADkCMd1lWvJDHAQOfI5AAzvYAHJXFQQRozFeIkqwEhNM8CKFSA/xFkhOlTykMk4K78rUSH9zPiEZFolAeQLSoD4Z27eniyShmgUZ1aSQQOqJ9a7Q0lPeSKweojs5UEaWwCCJL0TGenyL3lSVEiXHPCEqosCmQDNBDBZiqQAtBBjCAb4xnGiMQV3A3MIJQhABf/u4IhlhjQcD8kTBIhGUlJ4sRbw6JKSYxmmNNNZymIVJP6BuLFOfJtjKO802N0NxB4YVAgIxid+zLYqq+JEkveS6GZinCDtGhFivziX4Ws2JLovBFLBEiAXj5yPRixRIeHFMgCCDBJaU4TkvLDCl9Otp6x1E0ga1KcBDwZgLEp05RvIeAC70bLWiEEfn8rCAJKUAHhxNJkKwlnV3ClK4f96nGAKeOjEBIBsDCAmAX5ZyErQyH4JGQBBrhnR44TKh2RRV0N2c65ChBNam6Uo7MbYnCwaU/G8QmOwpHjVtIokLGQs5w9A2V0EteAHf7lZYH0CkNaUAIirdE8J6vZW2y5/08+9hRIMnvLQQHTyOANJIGnGZ6MJjiQsQ2go1W16sf+iZ+TfK2PJcvLAWzoFXEJAALVUR4OE/PTcqpLrV15IpYSAFZPNiQE8pQMT6NzEAImhosn1GeZzlQ+cuWPe9IZWWG9gjkzdhVdCI1O/hDVL6Va56qVtayhPqoUx6AHVDAsSVvNEplMLnNaLZXZjdwpnSWSZLTlBMsHQGCdyBkzAQ91Ikt8N5B8em6P/Tygp8JygIIWpjon5QqmWCUxhNCSK94awANOmj8EXJa61Q1RJVkLJRwlSQEfDOtAAGkd6VhTAHKslXHLydzzrAS9B3xTXTk1NNyBlpfhlcgLGqbCwP+iT71UmSl0DAAlvVGmVi8MAPtMUqPJfuQ7xFlwAa0bYQnjRrElweBUZzpVr7wkIfgJ1WqTZ1qBtBGcNcqmiA/ckA+4ICT52lcE8ckEzXCmAh/YL4pxjBe9wFiqJfmScmuU1YactKKJmfCRkSyUB1cpo3caYqrkZrBl2XYtkUEs285XTtMQkjtQ0WFX1nTlli5AAUvKl2JzqxUKiOk/vNLAgEZH1hy3tIcV62xpFFiQTaFzKz0UcmsHwt4kD5rQOUGwSeTzpQrnhyBSliyVG83aOCJEsQ2FtHQqmmbwkmSmxWpvOcVDT1pxtXtsvuWNB1IdHs+5KaU7ZgTZB+jCJaD/ttzZURhL91FYt6XQvfZ1TBB85b0KZ8BjY+XuKnVIvXwXL4DEmKax5EUEs9O+x5aZBEB46VbdJV9cuoFfefsw306FQQ5ZNatN/KeESOvcD4hArbnzaegA71ldm0oCGOOiX++71wS024NZW1MGt4rMf4kAWDcF7ZZNu3UrkTW6uzKqfM0ABXfkTG8hzh0ILZQyltYPiJlGEJa0FT0sfSrOAMNvlRN6ix3OWCnnvGBtJ3VVrxlXxgGDAROYwHMqtAEIdFoAeQukv5Jaz8hS1UAcraepvgRbSbyGclKGeHXRWXDO5sNsoq+c6xPGFMDIq5RzYzoBY+ckSYYeqS1vR8j0/xVe0XfrMA2Q4HEP4BDOA0Afx9SKVQTAE6cZ28S3jJDhBNmXmEeq7ruJFC+UKpKzptx1yV9WT+xi4jwRElet07RKsOTKgocrw54yoIaEy6rC5xxU/V6tIHQXCPvcXpiiowRzbnG4OMFCb+6V8eHYIbXh2dJkPLNWeLxLM5dOsiaNTp75Gy2yMouMH26+BpB83grwEI8Q4Jm8pSODwH8PGHfAemDcKLnA9AIAPYgT8JKYFHJETlL4xx5OZtAUvZss/BpPOsWZWim300Wu5srIWpqvAKXpnwBt2KIFixAC+QyJvbriAU6F+/hm5rRiabjMlFQP4yiDTIKF3qwNxU6GMP+WwpJKiqTAw8vMDswArznA4stQ509WbVa0o2gM8AYjCeBw7QTDJgSxjOrSJZW6ggDsL6lyCPygg4Y2j1xUz0xYj0YcYAOmp4xW8ICKLCQOzcoCT2zwjgB2BAKuY7KSRlrSLuqoY3twMA2RyL5Ky2Yub4FiqDBADv5aZmTKEOfEjwPJxS8sIE0qBvVELLx8B7tY4liAK63wbiAeYDsUq61Oj4QwaYzUcBLt5wdZ4js+SlqOp1ZmynS06WBaZqxCbs5UEGpMTahMyS82wAJQ4wB2CcdGSOAKQFEATjjgZ+kSAgG4BgnnrNr8ZSmgI7PmiRKJ0XYE7rOyRFoGQBQzhaH/QHEqHgBR0uxclGn23kL30I1CSkAzUmj1BMu0AKA8+hDnIgABeIaK7AZTEMVFwOUBKCX2cozeBmxSmAnAUIQAizEf0+YQs4yK1EIBIkAtEAzaBkhZdvB3nlFO0IdLfDCL8gkHqOYzeGDDRqk8KACvxiz43GqCjKNKWIpL7hDHpAgMUSKrVnCT/ARF9HElzeYYK+jzKo87EKOtCMgCO07qDqgJA0v+FoQhZKoiB0IDMADd1oQC3aRF9o4kDGwLJSPlyMU5DtKglOKkXmUllvICcycrVYMlubJjKilI1AknCYLeUuZkkFBHBgACrO+oGqtVxG/1yk+c3AYlgIcX9aNJ/y7ygKBrK07mLeSmyFxOKXNsnGzmpOit3hJAUTYFApawcEQLK6iqKyUzW2InA7UCMVgK5sTopbZCXQCxOVYm9O4kAiLAJgNgA8XNK+YQAH8JmLIoXzrACDTPNAtipe6N8fwJNwdCsaqwMBZAAg5gpjAFLBQjACEzJAbwLwjRIZQiAibzOTGrd9jIFWFMM+kyIVcDSdLPx1DCHT+iNwtDJ59wuY5G8XJxLg8oXxRgBb4zS5SF46IDc1iqonqPL9GzOITpMW5kcZSzDTcTK14RPyREsXqPdQiADaMFQvQNOhlUUN5PAGhEASrMHK8PoKai6aSlZrikRvIwNSPFmLST3P/uU3jypQFEQARI55OEg8pqUljCYgCYpTA2pRqpAlb4U2YQoyEVoiQYsCNQZEaE0aK2xyuaLmxUpEGRVFAWrSH0I/qS7TEcaivICw6zDKhO8XN85RvdRALWslVGxigXpUlWiz2JJDntsU6mwlvskh/B1LFSTSy3QrF09DD1pBbhr6K6VEUvrymStE9JZAGQKT8pgzg0RlDPNDKgLA6n4i2dUEsLhy3ubI6WJvv20IdOFE4UCwKsTjd31DWTKkr1A7lcylM7IuyYorsUB6xKQlMDQBR1FD8xyaH0Iq7cxk9tVURUCu3MQwHXhYMiA53s61g6lJ9klCRYdZS+CjzvkrH/7MokhnT+PuJVUwzqRExUvQL27u9Iyg4rUsIqIoABQAg4V7DI1CKlMu1W0fVDpKoAYmV/wINXI6ITiUkBs42XPqIEXCC/GlU/FiwkI8Uaa8TFGgIEPsCX9iVPZYbJkgapTItLkNDuOoiNpAXxWANGA8w8OwJUAw1lTsV97Gz50jVkcQOM/u9ZzCNIBSD0pAw+z04IEeIhOcMHziQuu4iBXBbF8A0RW2VonKMCYuBNLRQ8FiACyvBLTSlwHgCQ2hQvYEVWqmdNMqxKs0QaE68hoCTgduTLRHZrbSMLm9KwJkY+sRJjeRCUUJNY769GVkI0s4gw3TQ6eEp6igMBJMAu/4PsIzyvnG4RLcA1SQA2OtSFUokOG4luIGbU8EYjdgQGZLm2cYMiOOqTh/gGAbwjVxviKuGnhkICU9ylJCZCBITg1J7wb2mEd+DxbpiHfxpAcc7Ni/BKg+bsqxC2VcZGWaWDXiCgeOA0IdSvIGTuncgGHx13eHvCTpeqz9hDgkxKUfmjB/BIQFzAUSUlWV6xK3JWLVnt6ghCkQSvMPBqFROxpTCJXGTXcCMDtMroSkbQfMImMon3fXUCXgW3mEqiYj73B1IIdGrAuy7EbqEDd+Z3jgASCQkoSQanA7ViHMN3jtY3r0oSb40pOOjLZxLid40zbGgDfjX4JoI0UssFd/+28QOmRkBQQLD6z5QqCh7p5UZrBFHy9hdR0A13tyswEnwXOItO7OSmhU57dStWGGAQ5HD1LFqmcoONWCaMV87IBVd+gMY8AwTiLHMUIIf8lUYmh0rI1jyqI3LxAlKPRXu9dys0QHoZaCSiUiskVHFmtztKTFJWVVL+iUA/okdhKvhGEWgb46P49IiNmBmVQi5mj7bWQzxrAKrqBDYsU3iuWJCkVjpulpdWhneJD4HVDCONBDtRQl3atEhtdyu411gkBcHKqOxWJpwQRG5GplFmJQvlZ7r42IjDroD6EzNUQAZ4y0yGquHS45+SpeYY2Je54oJKxzqtDjFs15IDQCj/oXXgYJiZmzlzIqW7uIY2meprKiaAFYItHIMhUenyHOKVjThsYsZ7RoBqVAAFZiBiBGxzia93H4NeIIhGFheLubPVwANTqlhmKLcxzaVeFAWZ8xI6FHUqiNlHZ/iGAwBz6mI+Uos9pI7eNNUAJABJCKeXegecNdgSEdUU9TWw+C5tHzjP0AylMLN0Y2UeN3J8j6oBGkB5eAebI0VgpgSZA6ADPAB5AzPPtqKgLY/+9OOE0QcBIABG/Rcl/Php/DhWogovUhJFFgCj4RdeQwAERMCWhSouMQX11CvAIMB/Wla8tALNECCfteiRXdRklVcAPpNc0lcg/EIB1oN17gUw/xQraeqaBV/SPKSsAahZUgLMYh9EpeGV0QwvbFwZqt+XJD73eTMCBHaAixoRSxaDOQyqbwUCQE1pwej4NoHQd/s6sbhqBF4we0KNPQBps3FUpy+5LdMFVIuFi3G2s9nHd2LEBHuM0zCmALj0ARCbeE/TA1jAiT8jiiNCWgVCqRIZpgLODNVaow8aPB6gCNetniuUVEt3qFGarr9mAZqVZJZFjuYaMA6OnzOvcrFjdd0VMA40RfgxIjabdMvFm0JpZOrCa326m1Cu/3p7awMA3BzGA1yAuEGFDJGFQvgaS2rFXdgHfjBbstniwNOasJ8ZrWtknvuEQlcbXRigu6k7AP9GBaHHCz+uEt2K7FhquzgDwElXol7vZKD3eL8blD86mvxm4qPPiabcGBkJgu9c0j/145Mp3KDAYmlHGUuA3Jc+ea0TWvEggMOxM7xBPGJQZHZHqchCdAEg9TuWM5WuiIdgvCt/OwPCjZ904vBwxKzniJjtq0fygl0bOTo0kW+KtVJCST+KZmToq50OoDQDoAGcPCwCB2iivDAelA7/tUY2ZsCNVSS8GULzbpJD6cspUfz2VSjsG/NEjEsIx4/p+BiP9afZxCm1glKofEtkJNaIlC3S4s/pvCBgd9C9wqLTo5MPqJcIPNbASX4cCmoNQtKbL6gsQAPI/DZAMxKjgl3/09uUHE8ms9hZnNaeKSOuJACuC9HI0ZRG9iVQSeKm2mIErgkh5NY84PtuPqp6naMAULsgAJW8yY0hkh2lKBdFYiV+qIMA7PQsOvzFfb3XThOFsJQD0gRE2FBbTbfO0fgAGqCNbyiS9bk1Sh3aucI7K8Wdx33HgbkCJUfdjty4j3wAHOABTmdpFO7VYb1TDnO0xsYtys1FGL17iaazg4lsNmUAllRsGqPNo2Tfk4zSA8tBWSJL7tN0jKtYivq3jgP8lvOF9WPNZeaYiHPs5mPPzfcj/gvBhiYvMDwhbLjkXQat0kM+SA/BqtJKyuhL8gLeDDqG8TqZsGJ1Je3y3LxS/3T+bDyAFWsjzNust7IFslqesk9F+KpM7f+i4q/VxwmamagzS46D1vHY5RvfmWmqFLkCACSGphFCgbn+qMDq0a8Jk+xLRUSxZnJYSE6KdyQEKhu90Q1g7j1GCh1gPISiv/3dAvYLZLTjsm+vOj69gSFustaSW287PXCErGV4RTNPKZa2rBXI8ruHFTM/Aj9Fgh2u5l5shEZfql5Qjv7vei499fWE9bWFAjrAATqAAnxCxtsMLmdn0YC+EIWQ978oRO/mWbWCh30IzQuXYAxcS1Yzi8vFCwFCgIABCAI4CIAwocKFCzVgYAgxosSJFCtaRGggAYEADQR6/AjSo4GQAv8YhEzAMSQDiCNBQmDY0uOABwsVRNhYM+SBkAMMDBA4IAHJoSAPADiKNKnSpUybOn0KNarUqVSrWr2KNWvWABwcaNgQNcAGDxksOHBgoQMHDBS0un3LVAHRhD+JnkSYQAJPhgQUMFxQV0ABnBcLLzQJckBFuSQbJERAVLFhhjQj7iS6crJmvn4RHtxM4fPm0aQvxhRw2W5IBYEFNmDs8WWAAiELQEzt0fZC2iBRIiTAW0DBhZBjEyjuMQJCBZ2Dqwa5AK706dSrTwdrPTtUDBYseGhKAQOHDma9ZvCwIYD29VaFkjyQUO9zjwsADzVwWObwAK0FOC5tkXsfwbcYYh//KQAAQritBqBEqi0AEWENViQaRgngV5FDE24IIAHzqRYBa8YFoEBHqOEk30f7KWRgbAyRNAADC3jY218HHOBbALj9p9BpHxrFXpBCDnlVB0Rqt4EGDmSg3lFjZaAkWhqs1daRVj4l4EcDbCTih4LxlxgEMi5k4ke2+SiQhBwu1J+aFCVQwAAHdIaRXXSuGYBqDCFQF4F4MiQaARDI5OZCof2JqEXIeRkShAFEgACGCx0ngQEEtLYlRFkK5GdCzj0nmXoR0ajiX58S1UB0V67KapAmtOpWABl4xcF45aXFQXqw7rpUniEN159qDRCApgBuwtZbBCQViicBl72WkALM/150KlCJzmaXhIui1qABlkok2qe6TdSBB9eey9CCJDEAZwEItCiAbBOdVsACJg4r0aBaSoqQsoxWtOlAElULHa8GH3zVBFUiDNUGJJBgwgUanIcdwxYDQBICx/HE0wPS1sngQsUKRqpM6Erkk0AQOKrZA+oKwC+eIwus0LKknbaiQp+V7NGdEV1w8rkK0BRwA6l1ilCZEEz7m04XuRxSzNvaJVmCEU0tgETA5UYSghd//fUEGYDdFFccZEDeWVKqhd7CZFtZ5nz95cwzzQstMJRj8OYYdEJ4g2TAAexWNtkCDBQwJ7oGVMs3siKN5rhgB8T82d+AV5QBB33jefSl0P8tR3hNEbA8UcBZX+SvmWR6mTNLtVGkgAF+9TfA27YbPMEFt08llnhQlocWBruvV3dkXXIrakILFhAzQsEK4BufA/FtkdUNwpsY05tbdFlQk5JEumEvu6Zz0yFpjxDQ20+4IANbD9S8RAhAIOe0WBf2co9ejkvRp/EHEDgJsMxHBhieAa10gQk06YAMPJjnnjO5ACzgW1frD9ICELBQ4cl6htEXZtbXoYjE7Uujwd5HcvSZU10wImcDYWkeYDMCoE8hzskURCyXm8JMTYPjCwmPtHaAAQxAXzEqVNz85CyjbaSBTNROBibAgSZKsVXPG8oAwreQvJwKi5+a4eZGSBL/F/7pfQPxIkSw5hEeHaRohqmQGA0TOZhpBk0rTNrlLlK3FfXQIwnwWUQ8GLUsNoqDCJmiIeFCgQk44JCMFBIYczO1Qh3Ph2ek3wHMuCYFHAACDYjZzDxCmgT8hHlv7NGFOlRFEhokJSDhX0U80IFSJs8ixfNjRdSlwT2NEosUOQ3ScKgymdjyjHqiodP8xoABMK+RzKTKBF7VzGhOJ44CgdOvGEJN1RFAAgVgwP82B8ycmS6No1kQhgxwE1mWJmVD2c9BwOhKiVjNARRQZ2HgFU/u7YUvByhAJ9fZx9t8BAIPIMCMDPPIj/ArWJkBIEgQIM2IKsUDEzCSRC+KFXbO/+eCqRxQayDwzZOdCiex24i3dASSYVKkblcMTEMLo4AFhA6E41RZ+QJGvYpgQAP2nIhBN/KA4AxmM8AUzl8emqjAsQtgDWCAchSSUD4qRF0ICOLzHoDRiFpgAhXLqlejskeQSEBkjLomRAjZLJJoJDidglP9RmO6/owVj8Fp3eZSeYDQfSZu+aRQPXuartxwyQC8xJ/qGDLSUtawARpDabYwggDpxYZgAingV5n5sMtq1ilhpeRjynq+mqh0Q8UTJVI59MkTzrA/OS0cJpdjl5mKJgENaEBrLbIBC2wGrX9a3mT49FaFLOBG8SvtG9EogBIJS6P+EeIBkFvZzTJyAv8akK51j+Krsja0WCYcylMBWJeenOtUqTMZgDjYH0AWhSLltdZokDPUwhSPU4BakwXSA9iEkCSkuwGJGY0r39FOhrIFoGxkEtJdj1zXkBMQ3oI3m03VEEYl2JIJwZ4audfCsTUJMJ2G56WlmkJvIvfbzLb6OjCe2NWNAMptfs1HYYC9rjCJlacEBUfE205GvUUBrRwdOxQgPZiJExjyZuf7nM7gFCHzqx81K6OuOpIWAUbzC5pyOaHj4AghBJ5IewUymmBVNYIVeWBlwbWhdrHgIRtSqo5p+cH+hRGmHL7lfTYTAQbYNgDQneSHdPNJIzfRAoLWLI/n0xkw/jAhpsv/0akWnajhTm5uK60qf33aXSyz6ZiGQbJAXlo6CSRgpgoBAIs3E5wQVIDUm8FNAVhd5o5qr1qY3CbiCqu/oaBYInw1s0sC4CwhGrhGQG5loRv4nWN7FYagxcmp8vloFnG61GvaEVubFJEsxXcz24zxLKc658k856m8ncypJ7OpDwShQUUtwJuvphr+ljhRe5wMmhDwAATE6Y6f/XOeGVDVqCl74AQ32LBbicF9n3YhPH5pUQXcrZPEFNYJqZuULfKA/gi4WhSXSIryxqFzGwZ7FWjQ+GxILQlXRK7n6qG8LoI9/hmgAYjzY4TtwryPSKDgPO/5kZj9oS0ltK/qop6A/8SLrphfxHQdMlG9EvIAVsOonDgP+fVCwgJzlaaHkJ6IgbvOl2ufq6Y6zjcDDsAyEy6k3Ez28Yi9hVWfy33u1hExyaqKkiu7S2sfZXKBh3PSoMHzIvPeLdSjxZsC+GxdpCGWAqZm19GIvDD3Vt/NYnsRANT01fI96GjYrpBgv4fvJ8QLSb670ta4O3Yd/RLdXw97uNhdAKHDZZlN8lbn7BpRAZtrRdqdVi1JCIwQr0jGtdRxc0+oRbbJHICiiknnMCB2xTctQU4GTDldiGnYw8noFaIACWzZmP79zWUOl7HYq3/9VPF0mhTycfcaJmCRvxYgUV4RMNa/1WaF7YBIa/9Vl7Qmk2cYBqBnOWJ5oXQqL2caZ3dpCrEpFzchPHYRauU8/YdBwgdjpVdxpkcS7AeCIcgUHeVKRSWBEDF42xNswVUYYIRrk6EAzzYp/VQAqNcjEtBYn2d1idJCJgcSoHYtwfJheLRfKyiAL2JWkVRxMQZgpnUiQ+E1IiiF7LdHWPRxnAdAtOE9E5GCL5Zi6wUgyHWCChFUCrU5vGVqGEFzOQh6F0GALfiDJxNHDwg5aoUpbnIqdNIi/MJ0XBZam1JFBDCFg6h+8zV9oec3gpMjPnJxS+aFEsFQYWgXLxhY5VdKB4Eb+FcasDQhQph5o1E8dGgYC9AZwRJ/RpUT/wf/fh2GE1Yzb8A0V63nEUJGiLUod48EbtMTEZ64dr+he4/Yi8pzF6WRSvsHERZ4iWAEhKRBTwAyhxHieZpBiuRnXhyCHBAQO70hg9gURO5SfCQyY8uxSaQEbIxiWbaIjgXnYQgRc/wCYHeTeLX1bo/oa7tXZuuiEZqRMRTRhg1SAUNhEUplgwuxUx0CPgxhIMtYOuHlKGY2AN+4dIlBIv3kTaz0EWBHIryxhRSxIGTmIF7CAOkokgNXVIJBikSRI8VzQY4zE8B4ewNxSTJUGvs1GltUSgbwj+EmEcw3Ec1YGiOEZSOkkK5jiQCEAPM4GQDAYzmFJv9zfGYIMHESGJpI/43PUQAjiZWCBnS1YRd+o2v5QWwuaRExKBBPx39acnkXKUsIkJNxCGILxxAuVhpk9JAVR2U2YxH6VxoJQgAJcAADiRDftxC4IWUBY48I9mvExDpZyZgPlmB2gR+exjfBgpEu1I98EVqbYSBLs05aaIxBkwBtSSgUoXQScV/dckpeSRSUSBfeNhqnQZVLGRGLo0zfZHuHNyoHuRBbOR8L1Ji/eVnuNxQQcopq6Sk6KZYSEWUwSJERQFg6CIyiSTIVUZoRIZcMcZmQ+FgWcSqfSRH9AWmAGBGOE3lToxvW51Q4oW+IQ5Nk5SW0CJzxmVWyKJEW2RgQeHprkp0cUi1HWP8RPgKYyYkQhDNBEjICLhWRcAkRGpJJdjGUMJGZr4mXCoEcA+B7s1Rj31MjWNNPKnc3XtIA8imiXpVajaIgdkE9+3gcTSWK9pRpq1WfS/dcQ7ghC5B4geEnB5EREFlhQKE9h7ImJflpWuNHTnhF85KPEvFlxqKYPrqbMFIouDEcbids1EOfMDOiWXpR0CUYVZWD4KhrahIsg9Ea3jkR+8luRPGZJfmAvtaiDaqmnkEaTSYBM9QBbMYhwUJBYQcUOVUfb0lfuRmjoTdtgcl4DKeBN6clz9Mp9vEc56ilkcpMqnFbj9lWJJGhAjpO9hhHrNmj8rc+jykZb8ghQIpaYQn/Ef3RonWjYwvSWoVnRxPqa/QlnDlERj0Ten65SQMRLL4pqb86RT3UV48pECtycKgooL4YjhNBO3AWSBKhq55qGK1HE6TKIeWCJ4bDSSFlmIZhngspGP8Dq2Aaoc8jG1FVI7wJFN+EJgkArO9qSOO0EmglpINKrMWarLnGgb3Eb/IUihFRhh5hpil3YKsEftI6GgkInZORP4YVo2iqmsbpnmgJMjMmKJh6WNllopShEvDqsU2ksaqIkB9CoRyTUvmai+RzEZpUc4XBi4SkLjz6JigqpwjhqCOGKM4HQt/qU57XrQACL8O0N/2GgQbATX36KAywVIh5qBB4KrXzsVF7/0DtpClBR4aqiinuQqNiFDge+SY/cX2G0V4XumkKCiCuBhTutIFnhigK2zesOhEJeYFQCSBu5Z9nBLYo0ZcBt6yhJ2CzCqpgMhRSS7i78zzbNqCRgarAhhiK52dOyo8oSxxgSHlx4m4TIZgT1CAKwIrA5jOfwbMUkXwQ0YPro1FkC5YesRIEYCJIhy7lZndb+6llmbK1Ubi3SzZDN7HC9z5hy6xxJrkuG6Frgj34oVHU04aY9Bm3CbCXAVKF9BdHKSHWiijewjTFgxMyORnOUmB+mppjqRoPurInYT2TiLvnazE1dSfFwjJ9QSKRVVip9Z80lzjY+YjP+CeO4xh1Q/+H3YOUBhu6EOE/KEi3nPhinOst7cltrYFEwUGVEFGcoykyNwIhRvulApVDGHRoZQmp6OvBsBKydDu3InuiswgRS/oRFLEtCNs35VY8LNxpQQQBwxHAvLa4EbEzz0qUGUu0HkEYPnkyVsO6ZekzZfI8NIo9iYZwdpYYeNeLNbSvGqpQInaVH2zFvDI+N5KDxUIYaDKQEfagdXOYPfUpmnYtJiS+kaNpD+AtbpUCjnKzbzauYpYQBbk5s0oYYVWZFaGiulk6rhl6w2ZLp6hw7XTFhwwr6CpH74g9Xfeifzy8YumQMisRmqRE8jMUb7aOJQsS/ygpfzqzg2qoYqUzfxX/NFPjJ8Iyuph7Tfj7nSeLTbJoV9jTeu6KyLdsJSF8PqYjKV04mEBxAGuoPUsqu6ZLXG3Wr4SKqYCawgqxpP9oxlqDgX7Yr9d5MmAkG4a4p6QRs6P8ETNEAI1bWIocqKE3NYrsq7iszuvxHGjEyTrnU9WzhEuMskZMyQzRrBFRkgyIz5T7KEORk691Gl3nI/F0monCQS8jgFVEWq3he9sivngURB/Ch1Vkoyi5zhkdJM/xSO5IaWuSJXWJsgsSzRdRkrgWMBJ4PDJHFAHdMh2Ga4vDKaRmzecipFsyThySb0YjNX0yIYrKw+MkXoArEKqi0UddHcTasKFH0jBMEcPF/1jFvD4KTFR+nKoaCDsU3F8A7R9vxKAng0YFoS4RzSEfxlv3CsxlO1CkY4AksXNIDdfTgXM/W4nVaBgQK6DvGGaizE8/4T7UKUwKkUoV8MB9Y6onc7FL3CIinawIrMtBJsWndasPFdeV/Rap1R+FlZ/BiyjB4tQL0V5vShHxp0FPeyMjoE53ujnVCScQcLfJacQwAnAWRIZDIRuPKYiWrdtYcaz+UVh6zdnWSM+lYTjdhGt4rcuS8mU4Qb3XctiKM4wcwrkB+icRfCDlOLwmpBieBlG77d1V0Vll9LufE9x/IlkMsMpvpNcVKinNfS3Y2jctQtYjJ8J/sgBxVSp8Zv/VgAsfxVNz3w3gUwHUAoC6zgwSXYfcfstnQpQq8pUA6YRH3HS58zdKkZnesqSnkxJ4CeHef2I1brsmK1inXSvaKhzJtPScWkNZR3kjnYFGbnJ/gii43xzgNS4V4b17BqAvYwiDBOOpi4KUvgZqbLcg1O2FmzLGHZ5lzqkQOjtGlHnPr9xKMDlDm8ksBlZA+uqWIv4p0WNsNg7mTlGrY9yZA7EiT4mp7YJvO0wfTFzfgkqx+SpZ+GIRSn62MsEyID4hyBU7oibVqsHPdR24azvczGWc9Wotk501Yc7oS9FZ/xtKPgQhsxcbpAZGJxgsY0jMwfsxKEMbEIASdj6nMcr/AUMQJ4e4IZTVGiW+1ShJEVRdsR0TLV2p388xTh3c6IzuhPeZEBYs1a0JPuEtsIjlWeNNwigzoQi9PREo6ntNbAwgmlFO7CQLIKkVxsiozIJZbHGI6PNhy7kO7kUVI8/lKM4B6StFFO7CKPFEVW7e5hYBnuWtnSAxeS7j139+TXgDAh+QwQ1C6QJh5KaBV5DVPJ6NwSFDzV2z7c0G7g3PpUYTWsU9OSkuX9miuMMNbNmHPoldzv+J1fJufk1FEqj9hZBLjIFUHBUQAqC0IeRcTaT1wnSpLRgPf9HNjo2BEy5fRSHa8OD+7w8VVzwaVeAlEzcSAfT3GHWBfoIBkbRV/5Gd5sS93gBKL+0g1O0kX7X+DFeJWRz7zvINQtQKTxrDtVQ7NLsMiBx0rjXEEj9COlRcWpbp1/Pg/tiqMdFTJ1+HRiCfosT9Hn/u8+vBGMqwLKAdNQDnBrglXRhOSOekovLIc3VFsQAQXRqLEiM88cLYJNWbCmyGXyy4PvdhjkP0CV1vOnOHhSYNlWd7pl8nvjnqOqQCenMLcG6PROZlpibFUQKevCEZEze+y21c2UqujChCih9kORA8cWhRGPrgnhEvIy6fxOOTYmnCyNfgB+sRkeD8ivdJuT7UhCMbcWrzde6aYSAVUAKKP74+hPAmBiOXk+x/gsI5EnVw78PNP//3QhpTHWGhGZjuGwIQCAQMJDggwEGECQkQZLgg4UOIESVOhGiAIUODFDVu5NgxwICLAxM6iLggpIACHlUifMCwRAUBBh4mOICAQEeTJ0FePLDyocCQCgoMHBDhIFCCPX0mVNBAwAAECRMUKMDgpACHCR/svEqwAACwYcWOJVvW7Fm0adWuZdvW7Vu4ceXOpVvX7l28eQFYvTgg68OhXQWsBCBRQcioFJ0yTOlTwQEGNh8SuOnxauKlDwtn7pggpNKDJCG2DFmZs8aFDFugSICQANeYHAPzhD0Q9NLDFxscJKDgJ0iopwPk9nqTb9fGk2dfHfBA73Po0aVPp17d+nX/7G6XD9wdcfvF5KcNFIAdXuJrghBMe7TIsIFvAnyDc/QMXvj9lQcwrhcNUT9DBjij6YC/HjIAAQNgC6EC07bL6CADEigwgNR4CuA4glrjjIDtfKPogcwIMKAyDAsKqbz1EELqsuxadPFFGGOUcUYX/2MsxYNsPElDnwxoAAIGdBSgAZk0ao+7zK4a7yIeNXqMKgaKxG9KjhaArMnQJkLqNpUeWA4z3riqjQUPeDtJJgW4KgBEM0NqjbiBzJsIRwpR1GgBBBDw0KPjBjhSMKIWSCABOg8CdAAaE1V0UUYbdVS6Ci8yarLaCJIgsxVP3CjSgbBEaLOI/sRI045svA1U/ypT5ai/804TUoA9A3AQgqdsEg1OgmSqLUCEvoszgcUOYHOiBWgd6NKEFmOo0BwZutQAA4aV6NVKmdsop64UeHRbbrv19tsYFTD2IofwTABEAg4YYIADRBwxREBh1ShTlHqMl6E8mW0WQFX7VYnVfivFjNOBYu2gzI9KE3WgYdPMtqOFb9txovpGHQjMye7tikuIACBYgAMOaA1ckks2+WSU0ZLgXimnrPhhiqj1CVuNL57zpFj95YiAPFv2CWAn3+3oJNBozvWhCw56GeQAlh5oPZ4b+I7Xjao1beKEoL3JV4Z8RgjX9OJV79OJtoMgZbTTVnttRV+9qrIIhppvqf8IAIVgI6e784jemr0+yGjbdPboZTk9Avq82TiWqMTYDiLtohQz4ADCoQrQEOwHH5L5WiURUpYg0xbg6gCuvTpPyQR1asDTOcXUlm3YY5d99roWvqq1pRU3gIECEJBWIUD9hqi2Ce8EFIFqB6I645AKFxwigjE2vKPapI8IPYL0PspCiJKmEAEJWv5cANYDeDUlVCMCu+CvYQON4NKJmsjtNi+SPv2IGACpgAVo9/9/AAYwefZLGOQ0tx+JvMxPCOAdUcrnmsUUQHjzE0xjDBC35k2kUoqTCP7uQ6/M/YsjtkPJBHmjLghYD3m10sxBOJCBPxXANP8ZwAPB9sCHVMr/POkqAJGSdaIBDulvxRsfjxamr8WRK4BLZGITTbY+N0HxPX/7zEQeExkSMWkjD0BiEq8irIS8ynrbu4gJn7evi2TmcBBxWkPu8zuIjKCKEMqXRl7GwVD1pYvDeRtfGAetnfjpIQvgHYF+UhAzqq95TmRkIx2ZKLeBh4TsW1lfPII5wTnNedgjir4+h8czImRh2hPhRiYpxDPm4AMhOcjnJjWnBOhpJTxc3d5OEp7tJABsOfuQAYpHIZ6tiwE4amMAHnlMZCZTOks61MYCUEmMDO4ke8zMuEx3vcU0oIsGCNkvQwmR7XhzI2uEiDVZeUYEVCAEF3kAvaj5TbdJqW48/3kVKDkSgWrlrI3K5Gc//RkXxp3IWoBjQATFGQDbwfEhCninctz0TYiGcX8H1Qg5HaoT4SwgMGCEiAJAsEqGqAsxETVlBhHCuAF8x3kQ68ryAvC4pPxTpjOlaVhOGSdmMuYgGFrXRXiZkF1pxZcq2ok2l/IdUpJUqUuxKPR0eBqjOY8B6owXsqDaUMX4NIzNqydCEeST+FVEpzUla1mTGa+UAI5HEZBanuYoEdEVR0UFEdRF7gbWkCR1qXvtSFPBGRKXrmR8jYMID2Bisa6dBilG/SAE2JWihekpJKnrpEoEE0LHxdIAZuVsZ50YL6WsKLBNw6hGIvDVphVUoGWciP8HA0Cv1iCgABCQAFan5Fq+IsSvD4Fmhk5DNIk0oAIlQGycFGufM+rIgoHMqXETgtsCEq0pyiOAZ6173QAO9iJW5RkCfgk45+4siCPFa/ZkhcDcphciu1VIeYQjMIkgYEGrVQp0KVKpRN6Hmwx45RD5GBSPaFcAKewLdg18YLZ9LKSkMyRcuYbDA9ZMAP1VCbBq6bQxUsm+6h2JvQgyWpW48zwDWM2JbMs8LV4PASITEFV8RxHwUtRKQWqe/m6HYBznuGTg/aIuFVI6ez4EUOPD7N82yqYF/PRCJuUwh9kLVAKe5nM4JMAODsu9DnLkTHlkCIVlwxAIKLR+y6II35L/UjoG6FjNa37UeWsGGnOGdCWXTVdBfhpVfBLFa4xbaZNJ+mSlkQqqCCAURzQAhJDc9TS9fYpE8HsQ3IIl0FGeFpavB6j4HYDNm+b0jG760FNKIEgyWYAEJCDO5BXAQyISp4DJnDXyahg/gsovlQD92pMsNQVMdpVcF9pGdlWFoktGrpaAk2Eybkww1e10s51tHQUjh7Q6KY/F2tU0qflKyRK5F8cw1OfczmYA21bVrRdW5DP2AAQpvg+rKzJe31KEzxwRM9nMHKiuJODZ++Y3dOAdzRhH8kSuZppK4K3X/Xp5Z+S+T4nQ3S+/ps+cENaZEvj1PCh2RV+RpVLG5VUi/8s5p98jJ/lcon0SXm0nKhKmc0fS1VNABXklx5G5T2BKEIVD3CcEWEwN+ZoBIoia4vcRuDMn8m1VRTIwsElzyZ3+9LfQBN6rVhayWN6Xgr5YvF8EsE88yCFLK6TeRurcGW/tGoZzZsMHuUAgcz6lf8c6VAUduk+mEndmQ13vey/LyZ8yod4kJKAae3gHIznuBDAXIrK1XH6uwsadDLNLBHfO887uZwKoQARu9Ehvxn6QeV690bndb5AIrmm+pz71PHYWauL+Vo8M8K5D/es1OSLwWC0N3IABVN05c/ml4k8/VxYAiPOXFIp4/F6fF9wn4/cV1Ucf6je/yppwmy4IWP+uzvEagG2DuG3Y7mzZUGYtR5RPPrPjZyq9Yz5LEiAB3//wo+npyPjwWHTu89VpQWy69P1PcvxTHmOiEHVpvKxikraqvJW4N6wom7wyv5YSMrmjiE8bNuEAvh8qiD2Kq8pSif+gquIbDn35GDH7jtdDNuFQAKuYm15huf75PxjsN0a7Cv0JqtZJrPsoHYqYGvE7iaSqlLpjvfASHAyEkAl0tGJzuYGYP5DZCRmCNAPBmUrjCR8pgAOIM+SbCC7KDGBJwgCIswHStxgcQ37DwnuhKJqQDOiBlpWIANKhtIigl7eLsPT4qUwpvNqzlvTrNbsqqdJYidRRJyFBt/UpFIL/iRWwsx9m4Tk9UwlOKj80ChsqNCYyrERn87uuQMEyQyS7qxwvk7QWNC8+8bXjC5RLwqCuOCjXKjXvGifheBVFmwjbSbuSiAEL+I7y2Q7jCwAOFCQ6tL2IqI1aCwBXu41HrJQGsERlfLbBO57MCD3Q0RlmGoBaWjvXEBqKIIAEGMZELD5oOYm/sEYMsaciRKgjhB5BWwoLIK7tQhxRdJI9YcTiG6yHg8YhHMCIoD58mQx1YZeTWEaA7DRMlMKjOkf98kL1qp7okp+VcBoTKkdiu0fXEpL4g4gNIL5OaaGvMQBaXKh4Ga0F4KZc68GriEcJaABDssenCUiWXDMGPAlN/9Qg2KOS7xjGMzq3ALBH1oEuHpwIiEQouquw/ZGSu7s2j/ABFMCI9luJ82vAH+sKPIRCromKdpo426HElsxKBCO8BtMI18LFnYEMNdSIk7Aq9eIb5yAkILHAPHzHiPjJjtiwz+k+j6CAE6Arf4mfp5ASnrGxTGQP8JClR1yWXdFKwzywGbwM4RCV5uiYKLSzqnmoJsNJ/HgVHIJL/FiYXYSIDjAC2uuXkys0hBBChujIv2mAlGqSxBwIjlQTrDxM2OysAIyTv3iApUSIPEMJWqyN3ROxM1KAbYzMfcSPY6yozLDGztOuiMCtcgQVCRjKMZusHNIYvfKJAYoAsIiQ1/+JTe7sLBFJvHhRAKGIE4ZLH4ZiqT/UiM+xycxQFr/IxtmIyc7Tj8cyTg7DPceUiAxAGOHYjiIZoPX4tIYAH/ZMCDMcjO5MUASDlnsjMqjhyMy8pS4yl9vkjEHclAWoUJ1TrzaKN4/wnsVrgAaYQyNELhICk9m8Cr3aMDODPgV9UQN7Pas6jifMGh/rCH2sFz8LgJMgUZVATt7YI8y8kysZngrCiW2UnId4AGvaTL6pjAVATTmbK9Hz0JXgGuyEUS31rK3QmMYQkuRwGCRxnPOMr5J8OQPcK33EDCDFx6Vgphr1yVRxrRWhS4SIFyTykoIAUWOiFxMCNtMwp1dKHln/esndo5g4c9EtXdSa6lCUM5SQyIra6AkbYazFg8mL2Ex/sbBHUypcsVOJWCOeYTHhIJjlOVDWNAzSqQ0YyADym9LTgckSBbPoHAgIkJKbisrhyJOcoRZG/VWaer2U+JjWsB0wlQh9/A62nJLSOdR+YRxkO5w/AdWl4BupABQ6OaUReNUspJhbSjaGQIhOPQi9DDIdqQnHqgnAAlZ29SeWkyFwnLZ48SYwRTkN9TpwJQrbuFfhKIxK2cXDqQ1SEk9bOieEAM+nsI8rUsMgyoEOQIgZNKOAaoz9O1gvDCJq5TLmqI28a1ePfaTXI4pj5cXVYjf/yJ5ok8/+BKwTO862/wwcOX1MA0KonYCA4iGACQEbvTpPZZGhaVUA0lQAB6CAMHEP1LgdcYXDxUoRlQIJyVPPmOML/vlYqn2kZuwKCajUBrGfeJ2TBagMgStQI7lRcgWsM7IvlSQ30ehLCXhSkp1ZConPrSpN1IBQHgUPIdwNDNAAlmA8iguozOHAglsoOnEaOtmMdImMC9JLRCmMqn3cRrpbCUuJB/jaJZWP1jjWx0DJm3CtwQTGjOIKvZFDf4maA0i73oIwkhBTPYTWpGWIJinKFIEu2/lc7jhPCyBan7iK4rkg20IKX5QIAS0wyC1eRiJNXmuVkyoOUekfikDYaOIMbpIl3nQca0K4A/+QANP0SBzMxgSIAOYjCb38T7PNyXSU3mkioaWzRZv71lRxl42oUuOd3yaS3HshlBWrNRHxkNqISnrRVGRdDrfhEb/1jtYrr3C1tY8RKQnynJBAFmslDHS0JJoFFAfYAAQmiGXlDQRAyQ2WWQlrXPod4f8ZXv66EZWYRdcjl8yYTV2llw/+GLENVRnW2GiU14Koku/dxK5JRDUJiR2wgLgUpeR1EtioSCJORV9BABJuYv8ZVeQYkbcCld3pnQAlyORbuglaIZ8z0nvhiDirOdfYsikhiUoplIoJ3oVEv+fKw/eEnn4cAAb42to4F5TSAAzImghAIpXkIPz5jhPzuLj/BQ8nLmT/AdBi4i30gtToXbiYgUNGLq57RMKwIxtKfjX8IAlRQUE2dFPWNVcKhkJROV1kNJ+8ooBb4Yph0qxLNdijDQkf7SjBuBSwGNUD2CxDzuXYuTeaGMkxztRr7V7cGBTKOF9idBPJ1AjLzE9ZhOQL/Bv9aWDOCMk96lFYI7z/SqyDWWPG6Md2ieBN2ZG1A5XSQRZdPuf/udrkBWdorortPdmkwOKDwJXdGE+b2TrQBRWcFTO19KEpEZFt3StiTYjJnVUBwAwHUEmozBuPAORZ6tE9QWeJpp3hJax8FQn8QBVHxeSvqcGo2AygPaHUzMZ+NMunhFneyKZ31gi+/6gAGWpT/BhXhe6K/tKahMgAGpAwKeW8hHjOIYkVo1HZrzmTzZhoo5Yd28UIr9FZfwFDhIRAWP0eD/6y4TxGJKImG4GJPoPpjlBopdhoYN6IC6jSn37ZWHkSf2bmS77ho25r2GkajPUaHcnYaRaafxWTPJWtWmqloAhJyspICiQVerm/bkVWhjisD56S3NQp8HIbXc0AGKjSlhmQB1Q7sdpHt85s2CE4wN5VQpOa2sKPTz5mJtFG1MpGpotkE3mb550mAFCpKSxsWSaIw5rhFi6ISnGI8YmKxOSlB2Bltuu51+sO1vVlKiEkaiwSzV7utBFQbYSNxHg5kGnZ6jGalP/iji56FZlgORy6yoh0y1+G24g4bPaR4IJ0xmeCTnOM1EHiirF5IQJwABD5DwgguMaIH4MAi8c4gFhWa81gbgBHGXXuimiBDbr2w2hqrkVe68AZcNjVCHNCloXxG/AyoaxGiQVIbJwIDMu5X4owZoHNEiUdpJBxXb+DYMaQlsBrrdYKcBc3GeRFORBKqWFEyzpRzPuqoqSeJtRInIRYEVqeYPGOiA8kD6Lo78nw1quzI5NdbwPygIclJ6t+2+qrVdCgOY9w3BffcpJxcPAgOPlMqGfqiupECO3OrCBhQPlUAGx0DWLewST0XehZADliYWvcEih0HNFLJB9J7jZW6Mr/GNrcnRORMkpuzlopASG+hlVUOa0C4XJI/xb7pU48hWrWalb4Uxrg0JBHjFNuTVg5bqgnOV1HnI0nXCGCsJ67DOvbCzuw9goKZUUNpxBB21sPcNWGdObEzGaGABFQEVz0iXRh75Ydr9KhWx+Z0MunEBKlaCcjF8CLMjH0PBqVWIAIyIqA8ppd68PJ4FXgSc/4YA49Wl7ZDjCTtYANuLwlgQDWGSU306oDGZFJHXZ65xagfcmakRMPqpRJuzrTGJ/R0kYfpBDhzOHMgCIZypOsWPWLo1KYBYAKv/HLaCcRFVFS3z/20wifrg0ImJTN2AAL0AAMVonpKr5CGZ/HuB0x//nHem95R+HmKj1UzbwJya5VAaCTw0NpiIgxLhT3DwuAOudpKo+3j/GNewtT2FjsRKu3wUM3C/AAvu08Ay8UBHAsBlCAHFV2BHV5rleUbiTrVIWrd7Fnr/hrCcsK2/mlAKxO8ELyh5hpN3EAyupiM2ey7WgM7UrTd9eYMfI41qEACwA0MbJ0xrgXEe56xJ+RgQStX/uSvc/E/LP5wr2Xnxro5YzfeykA0cjwNiZtWuWN2RgbU/bCjwmi5NBG8MXhmQyAPNYADeDPUZWSkPQQ2O52lNwTTI0XXE583o8RrUdvj3mwe4mKl4wVgJ8IVL1niLDm2+a+1W1zh5dtWrvmLv9DMfc40jHPkFPylAzoAFQWYhxWtdnYjcFyqeLWt9H3ig6lod3vffdvkWK/l5uQx41l/KYxQzlRll3cviEpyYgYLIB4EGAgwYIGDSYQoHAhQ4YDHBRYeODggwENBRwQeLAgAoYHDCBIoDGAxYYEIFyUSMDAxQUlUxLY2CFDhwsBCFx8qZABy4YGDEZsqPHAwgYEFKQ8AABAgKVOn0KNKnUq1apWr2LNqnUr165ev4INK3Ys2bJmz6JNqzZAAqIp3zJMEKAi3IUd6wpAQJCphIsTD66MWZDpRoIMUhbYSEDnz4GCCxtAiXGgTrwVGuo1SOBww8SFByqIgADBgqAKG/f/tDswgeSUlTG6TCm3sIYMJjLcxUvArUIJmlM2nrsgQtDWCpWqTa58OfPmzp9Djy59OvWveDEfQKBgYG64EAJwVvj6sePK5D+jL/jANMPzBNsiEIzA4oDMBiNcZI93wGWHhcMvNNtBCpiGAG8LEaQAAxA0EFwADVzHEAOrQRhgehZYYEJ3cG2nwGju4XRRBAUt0NAADRRwAAHVsdiiiy/CGKOMM9LYVYXXTWgQgG/JlZpsGxGoUAELpDegAdtBlhKSny2QgH72EfRahEX1195GiBUmZUMCFqYfXlASEIEBI6HnAAk6RFhkAF7GRJiXCdQYp5xz0lmnnXe2GKKJMN0k/9iNb2XmJUMODkaAe+kRYFoBhz6QU3p/NvTblMdJaECV4jV1UEoQEJYpW1P+VdiGdQ1waJGEkXABpPqFil6JFzWw3asNIYenrbfimquuu8aIFEMSCDpAcQxIWUABDQiIl2dqqqlfA4MRtGFGn/XFoUFTpkgkAQkkgOSleW00qgDPHiTuW+QqpqV4QprKbAAUWBDAfOMSGV6r0BqkwAHGKaQAvwohwKvAAxNcsMEHQxXBARKsmNCkey5Un7oKuVukuKYaoFOp+JJU13kH0ipmehBJdBBTUsrV6WoPEwmtw+Lpl5ihFdPsGJIGJNCYygMtIIEERL5c1FsrIly00Ucjnf80dRM/LMDEA9Ss3gKCvUUoQbOWfCVc6BK03ls5ckyQAzdNHbZrexnEdFwH+dhveItGHfdNpg2w5AIHMMAe3jmlFLDSfwMeuOCDT9V20w8fUMCJVqfHG7JDFway05od+S+7kFXrU5FjF/nmZ/5OaTWkk620ZGE7y10QpANIYODW+b1GuOyz0177roIe3pAEGS/EL5eoc9SQ5U5DGWVKBYVXWX2EAvBAAqQNtOO4AzG1M1Ocq7xz28tSb+RucEF90L9ch2tRAQYAHzVTej78Zttw2h6//PPTv3T71/0lOabMNl284ZNFj28YIRNBfPSs0XnGegEAyQg8tZQBtUUyBTD/XZEWMJrSRIyCAdQdekA2IpPRjDC+yp2ElrIbBi2gfipcIQtb+JUAHMAi2SGhRxZYl5YhKil1MYi4liSbdjWKVqOqj2A6tRiFVGBjDiSI/gTgoPRtpEmMawrWFNIu9u0vddeioQAkoAAXgjGMYhwjVSI0MbmMjiEaLExKMPgW0+HHRFdzDQM+eJCgieeIOTmPaS7znSV+Ci4E1GJBeOc0HG4Ej1YkZPBoWCsyQjKSkrRdFQ/nGXX9UU0gS4zH0oYZgmCxIeTjzvEIkEaujVAA/WEA3mbDFNwpxI6MHJACZvaZ/w1Si/PKHacm6ctfAvNolZzSAOpjGLggskhvi4mW/7gHmtbc64xsy0+mFCkAEjHkWwKAwIo6BhcBQZFmFoyPKcXDPOMx5FlOGgAD1lgxN97Qmw7Bigc0QIFg4jOf+oQRCbkUgEoyID6notySmjhFBRgARHUZZRAH9Z6UPIAwDVVlUjYIuVkO5E+VSWjZCskQboIsmRULJVzK2RmscGACGdgnS1vqUuX87zpPXGBJJojRAJwtbOhBQANe40wYXuQxoXQmb7Q5uQCkklaFWQCEWFcxc0VsIWBzzPN+klQB/PRqPS2APwfSRMRcFX1XCcAELvDSs6I1rV3RF3uKucPC2LJmCWAAT+54EdOhzgA9ZYBIR/XTHzGxISItiVGvyf+zoBhrm13lWWfcNbyvfUZ/SaohUB4WyONo5QITaIpaO+vZzz4FZykEAO4SUz3ghXMj7AEbYRJQ03atzKEevQgB+3YfxR3giwd5VWEHICDYqu4iUzyI2kwSrrd4qiDjMUgaS8oUbhENAJq9J1UyMAEOgDa72u2slqZapAhIIAHtUiTjgEsQRxUkjg2hoJeG+zkGVCCxtk1uelLCgASI9CDSw4tIr7oTxQC2gA+LqFSmWxUKTMAB210wg/eJO/cWRI8Kye+aLuJdgzw3O+f5n+n8y1kBMySrjuFMrOjLOScdj0kH+Ag6EZNLEUIMmeVyzaFISqhEEZMqBq6KCSbQ4B//A1mS/yteQULTygfJUbWwQo+EBUAkwqSRvUplW0QGcK8Ia+w8nLPhXSOXzoFkzr7pUUCFVLRA8abRpgQRFAE3U8zXGCSmVdPxBKhLlQ5MwANB3jOfWxhmJwMvAsoDznG3hB79hC8Af86ihxCg16zFbVStAsCWh3moSgaqk1F7QBoHMJKUkK/JmlPulErgg6rsmCobmIAF+uzqV8fvAa2MCogjJMuuGUfEjkFMPBXtEQJ01F07Q6BBtixPIXm5sQMxgAT2605m4djQSA2wVy2s4QQ9L0IFmEFZn5IBDIGbBKwGN4Y4+xRxwzrd6pYf9WAZVPo25QEIMBaR89U0vEHA/0u3jpv0yGdsBbyEm8n2T5FTnLrX/IWkODyZhSurbThhoNtO0ewEKm7xi1fczhPf7Lo77vHBHbsuV07PA9ZYXG0z0nCEMvZARONeRU5kXhCIAKTqnZ4Hrvki9lnVQbwUKrpcpwQjcErEzUpnjUuFrEb/ONObbrTSGqDKUAKJSCIL6dhyEdmM7M5EcCYYllNuTD13yPfi4hZjElK9CxEq3VpHHnGt+OQHkDgAio7qOlslpSt1Ot/7LjA586Rl63vJAJ6soym3uC7uBiAjG43QGoI9WmtrJMBCGb7HpFZNuRmA1XAGICg1F3xxQfDS7X50qzgA735fPevxtPhxbWd1PP/D700gWuuq1ZKkETMvvOkrayEpMgGR57Iabw8wPhGSqU47wPNythGmqByUTYuJAX4CANITne4FVj1VJmCC1oM//HHyb0rUHiBFWROH1lRNzhHD+2bhBQLDH12opCeo80SAAchCj8qGyfiDjM6EVJ//vUUBRAX2LYXpTUWqSYUHTEAHiF8ESqCLfJVDuEZnIB/x/Yp25IuWvF96yFnEgN0rLdlABIsoMVeIMUvoLVaFdcbJzdMB0p0Cbh/SQYUFTMAGTOAO8iB0RN11FJezeBJD1Nu8uNUnMQsU7VdnKNhGSI596I/i9A55GI6j0d5nKN7AcdEjPQUCmgUJkEAPiuH/GCZHyPmFKAGHogiE82RHZWjQEl6dTmHYENaFAQzfVQkVclWVfileLplhxMAV00yMXlCFF5JFxGkAGSriIo4FDB2hHBEH8ZCUQCzAkZQHXHgX+REhI70Gg5hTAAzfAkkQBUkJesDhfzkhXCTcgAQFilwEBFRRMRmFVRjiWGjABGAAI+riLnqFIS2EWBnEvxSAQLXfWyQa1pGKzbmLl+jFAzwGy53diMRVQUjOMXYPMiJXl7zF3YiHgJydXEgaAJRTfWhFLfLiOaLjcyQAiqgIrYXgbOjeQjiT+S3U5xjIcNGjexgbpOxbQVTURgjadZiKArRF4ggJPCkEGm1JKEVX/1eYYzpCZERGxyk6GVDVRVexjGOMRHcUwAPQ3DC2ibxEDONUGnoVhn8pBUKYSDVuRGQcpGPskkNc1QCIY1BwXlgEQAdgl0TyZE82R+hNijUu26Q4WmtYWX6QHShV32c4wLa4zrsVxqIpxEgQQA9BSlfhoagRIUSZUEP65FeCpYys38P4hmLEpCrmzsgVxgjghWNIQDExDGW80VACyrx1I0cUk89V4P+EZV/65YzAoDGeB7A1zHW8XjaqSWEdx1wYh6cFwPAIxslBibs9ol8AQGVw4V9q5mY+B5JxUYp8kL1YJMCwRwi2JX1lTwBEgGJ6xqjohbjkiGmuFzZeIGKY0P9LmBZn6uZuMgdUtQ+kTIiHiNeyXZBvnmaRJIA27aEJUtMC8Au60GNdlCVFOg2oQQXOfBFvaud2osUC/YRxTh9ATgwEzAc7jUomjdm3EFFwvSDMpMh2bMuRIE61AWFjced94udyUOekiNRY5hEdngYIEWfVpUDVPBSpaASAAOWoyaYAbAs7Zmd+SuiElsVuBOZFLRvTFM/6VIhvfYbX/KIDnCWCHFNUxdhCCWZgyWN+UGiLumh3GscB3I30VAa6nAQQMpmpEIbkjI2NFdKKNejhNMADAcDdfAQAbMhoveiSMulXGGlD7ojyKUQDjERx5Rdb5VY4pUQDkRQrwWPiHGb/7nhlaCkOA4xpk6JpmnKFa7ET0RBmaOFFQB1K24CpmUXYlsqlMfpi1nGImvrpn06Hf7qXumyMAdDVnipEA2mgAPHpDgHqo0IqTKkizl3jP+FFA/yJs2yZfzaqyEXqp4JqWViOAVYFAaqi1IGi8XWqfelNqLrqq3YFiGLVkV7Fhfqb9K2qMfrN+pgbrPrqr1KFoXBFCL7GkD6FgjnFfo5LAwxPZXbkaQFrtEorWuxGihxIfVwE/DgFsiYrj6yjjDrFA/DLszbP1EzruaKrWtzN/pFWiEUFtzoFUvnirkpFJS5ALaVrvuprc8zbMEoFvEZFJfbqvhJswcYIwBpswios/40g7MI67MNSR8NC7MRSrHJIbMVibMaKxcVqbMd6LFZw7MeK7MhuK8ma7MkeK8qqLMmG7Mq67MK27MvKLMHG7MzaLLrW7M3qLLDm7M76rKv27M8KLaQG7dAarZoW7dEq7ZIm7dI67YQ27dNKLXdG7dRarW5W7dVqrV9m7dZ6rU927deKLUSG7dia7S6W7dmqLRmm7dq67Q627dvKbfjF7dzard/V7d3qLdPl7d76rbr17d8Kbp8F7uAa7o8V7uEqrnYl7uI6bmc17uNK7ktF7uRarj5V7uVq7i9l7uZ6LiR17ueKLhiF7uiargqV7umqbvyk7uq6ruy07uvKLuDE7v/s2u7R1O7t6q7B5O7u+i6v9O7vCu+tBO/wGm+dFO/xKm+NJO/yOi+MNO/zSm916Nn0Wu/1Ym/2au/2cm/3eu/3gm/4iu/4km/5mu/5om/6qu/6sm/7uu/7wm/8yu/80m/92u/94m/+6u/+8m//+u//AnAAC/AAE3ABG/ABI3ACK/ACM3ADO/ADQ3AES/AEU3AFW/AFY3AGa/AGc3AHe/AHg3AIi/AIk3AJm/AJo3AKq/AKs3ALu/ALw3AMy/AM03AN2/AN43AO6/AO83AP+/APA7E+bYAG5GIQH64hYkAHmEnFDez1JZgRH7H2YRzHRUWPQbHhGmJtYABZUTFU4Fm29V6x3z4kADCxVKxaq4WxGGvfU5SxVKBbGu/tGLdxVNxiEcOx3cpxF0MFIt7x3eZxEzsFGPYxHq+xU8xxVOCgDg7y2/7xneXZIjNyIS/FIUOFFUOy2zayVCBY9F7ywmZyVFjXTnby2X4yVGgWII/y1hpiBlxAK1dcK19AIsarJKeyKmsfDk6x9uldLZMyLVdF6tkgL2vtGFeF9wmz2RLzVDggBB6z2CZzMxPy0kGz4OakKMNvQAAAOw=="
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "可见，神经网络 $U(\\vec{\\theta})=R_Y(\\theta_1)R_Z(\\theta_2)$ 的输出可以分布在整个布洛赫球表面了，虽然在两级（$|0\\rangle$ 和 $|1\\rangle$）附近的分布会更加密集；而神经网络 $U(\\vec{\\theta})=R_Y(\\theta_1)R_Z(\\theta_2)R_Y(\\theta_3)$ 的输出在球面的分布是比较均匀的。"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "在单量子比特的低维情形下我们可以借助布洛赫球定性观察量子神经网络的表达能力。而在一般的多量子比特应用中，我们必须借助统计数学的工具对表达能力定量分析。接下来我们将引入量子态之间保真度分布的 K-L 散度作为量化神经网络的表达能力的指标，并计算一种常见拟设的表达能力。"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 定量分析表达能力：K-L 散度"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 保真度分布与 K-L 散度"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "在文献 [2] 中，作者提出了基于神经网络输出态之间的保真度概率分布的表达能力量化方法。对任意量子神经网络 $U(\\vec{\\theta})$，采样两次神经网络参数（设为 $\\vec{\\phi}$ 和 $\\vec{\\psi}$），则两个量子电路输出态之间的保真度 $F=|\\langle0|U(\\vec{\\phi})^\\dagger U(\\vec{\\psi})|0\\rangle|^2$ 服从某个概率分布：\n",
    "$$\n",
    "F\\sim{P}(f).\\tag{4}\n",
    "$$\n",
    "文献 [2] 指出，量子神经网络 $U$ 能够均匀地分布在所有酉矩阵上时（此时称 $U$ 服从哈尔分布），保真度的概率分布 $P_\\text{Haar}(f)$ 满足\n",
    "$$\n",
    "P_\\text{Haar}(f)=(2^{n}-1)(1-f)^{2^n-2}.\\tag{5}\n",
    "$$\n",
    "\n",
    "量桨提供了直接从哈尔分布采样酉矩阵的函数。观察哈尔分布酉矩阵输出的量子态保真度服从的概率分布："
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "from paddle_quantum.utils import haar_unitary, state_fidelity\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "from scipy import integrate\n",
    "\n",
    "# 定义绘制直方图的函数\n",
    "def plot_hist(data, num_bin, title_str):\n",
    "    def to_percent(y, position):\n",
    "        return str(np.around(y*100, decimals=2)) + '%'\n",
    "    plt.hist(data, weights=[1./len(data)]*len(data), bins=np.linspace(0, 1, num=num_bin), facecolor=\"blue\", edgecolor=\"black\", alpha=0.7)\n",
    "    plt.xlabel(\"Fidelity\")\n",
    "    plt.ylabel(\"frequency\")\n",
    "    plt.title(title_str)\n",
    "    formatter = FuncFormatter(to_percent)\n",
    "    plt.gca().yaxis.set_major_formatter(formatter)\n",
    "    plt.show()\n",
    "    \n",
    "    \n",
    "# 定义计算哈尔采样输出保真度分布的函数\n",
    "def p_F_haar(n, s, b=50, draw=False):\n",
    "    f_list = list()\n",
    "    # 开始采样\n",
    "    for i in range(s):\n",
    "        # 采样第一个酉变换\n",
    "        u1 = haar_unitary(n)\n",
    "        # 输入 |0> 时酉变换的输出\n",
    "        phi1 = u1[:,0]\n",
    "        rho1 = np.outer(phi1, phi1.conj())\n",
    "        # 采样第二个酉变换\n",
    "        u2 = haar_unitary(n)\n",
    "        phi2 = u2[:,0]\n",
    "        # 输入 |0> 时酉变换的输出\n",
    "        rho2 = np.outer(phi2, phi2.conj())\n",
    "        # 计算两个采样输出之间的保真度\n",
    "        f_list.append(state_fidelity(rho1, rho2)**2)\n",
    "    f_list = np.array(f_list)\n",
    "    # 绘制概率分布图\n",
    "    if draw:\n",
    "        title_str = \"haar, %d qubit(s)\" % num_qubit\n",
    "        plot_hist(f_list, b, title_str)\n",
    "    sample_distribution, _ = np.histogram(f_list, bins=np.linspace(0, 1, num=b), density=True)\n",
    "    # 根据公式计算概率分布函数的理论值，用于后期计算 K-L 散度\n",
    "    theory_distribution = np.zeros_like(sample_distribution)\n",
    "    for index in range(len(theory_distribution)):\n",
    "        def p_continues(f):\n",
    "            return (2 ** n - 1) * (1 - f) ** (2 ** n - 2)\n",
    "        lower = 1/b*index\n",
    "        upper = lower + 1/b\n",
    "        theory_distribution[index], _ = integrate.quad(p_continues,lower,upper)\n",
    "    return sample_distribution, theory_distribution\n",
    "\n",
    "\n",
    "num_qubit = 1\n",
    "p_haar_1qubit, theory_haar_1qubit = p_F_haar(num_qubit, num_sample, draw=True)\n",
    "num_qubit = 2\n",
    "p_haar_2qubit, theory_haar_2qubit = p_F_haar(num_qubit, num_sample, draw=True)"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "可见保真度分布大致服从 $P_\\text{Haar}$。类似地，我们也能计算之前定义的单比特量子神经网络 $R_Y(\\theta)$，$R_Y(\\theta_1)R_Z(\\theta_2)$ 和 $R_Y(\\theta_1)R_Z(\\theta_2)R_Y(\\theta_3)$ 输出的保真度概率分布："
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "# 定义计算量子神经网络输出保真度分布的函数\n",
    "def p_F_qnn(n, s, g, b=50, draw=False):\n",
    "    f_list = list()\n",
    "    rho_sample = outputs_y\n",
    "    title_str = \"Ry\"\n",
    "    if g == 2:\n",
    "        rho_sample = outputs_yz\n",
    "        title_str = \"Ry-Rz\"\n",
    "    elif g == 3:\n",
    "        rho_sample = outputs_yzy\n",
    "        title_str = \"Ry-Rz-Ry\"\n",
    "    # 使用之前采样的数据计算保真度分布\n",
    "    for index in range(int(s / 2)):\n",
    "        rho1 = rho_sample[index]\n",
    "        rho2 = rho_sample[index+int(num_sample / 2)]\n",
    "        f_list.append(state_fidelity(rho1, rho2)**2)\n",
    "    f_list = np.array(f_list)\n",
    "    # 绘制概率分布图\n",
    "    if draw:\n",
    "        plot_hist(f_list, b, title_str)\n",
    "    distribution, _ = np.histogram(f_list, bins=np.linspace(0, 1, num=b), density=True)\n",
    "    return distribution\n",
    "    \n",
    "    \n",
    "num_qubit = 1\n",
    "p_y = p_F_qnn(num_qubit, num_sample, 1, draw=True)\n",
    "p_yz = p_F_qnn(num_qubit, num_sample, 2, draw=True)\n",
    "p_yzy = p_F_qnn(num_qubit, num_sample, 3, draw=True)"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {
    "scrolled": true
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "可见，$R_Y-R_Z-R_Y$ 门组成的神经网络的输出保真度分布与均匀酉矩阵的表现最为接近。统计数学中的 K-L 散度（也称相对熵）可以衡量两个概率分布之间的差异。两个离散概率分布 $P,Q$ 之间的 K-L 散度定义为\n",
    "$$\n",
    "D_{KL}(P||Q)=\\sum_jP(j)\\ln\\frac{P(j)}{Q(j)}.\\tag{6}\n",
    "$$\n",
    "如果将量子神经网络输出的保真度分布记为 $P_\\text{QNN}(f)$，则量子神经网络的表达能力定义为 $P_\\text{QNN}(f)$ 和 $P_\\text{Haar}(f)$ 之间的 K-L 散度 [2]：\n",
    "$$\n",
    "\\text{Expr}_\\text{QNN}=D_{KL}(P_\\text{QNN}(f)||P_\\text{Haar}(f)).\\tag{7}\n",
    "$$\n",
    "因此，当 $P_\\text{QNN}(f)$ 越接近 $P_\\text{Haar}(f)$ 时，$\\text{Expr}$ 将越小（越趋近于 0），量子神经网络的表达能力也就越强；反之，$\\text{Expr}$ 越大，量子神经网络的表达能力也就越弱。\n",
    "\n",
    "我们可以根据该定义直接计算单比特量子神经网络 $R_Y(\\theta)$，$R_Y(\\theta_1)R_Z(\\theta_2)$ 和 $R_Y(\\theta_1)R_Z(\\theta_2)R_Y(\\theta_3)$ 的表达能力："
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "source": [
    "from scipy.stats import entropy\n",
    "# 使用 scipy 的 entropy 函数计算相对熵（即 K-L 散度）\n",
    "expr_y = entropy(p_y, theory_haar_1qubit)\n",
    "expr_yz = entropy(p_yz, theory_haar_1qubit)\n",
    "expr_yzy = entropy(p_yzy, theory_haar_1qubit)\n",
    "print(\"Ry，Ry-Rz，和 Ry-Rz-Rz 神经网络的表达能力分别为 %.2f，%.2f，和 %.2f。\" %(expr_y, expr_yz, expr_yzy))"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Ry，Ry-Rz，和 Ry-Rz-Rz 神经网络的表达能力分别为 0.23，0.04，和 0.03。\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "###   评估量子神经网络拟设的表达能力"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "现在，我们拥有了定量研究任何量子神经网络拟设表达能力的工具——K-L 散度。作为一个实际应用，我们来探究量桨内置拟设 complex_entangled_layer 的表达能力随电路深度的变化。这里我们设置电路的宽度为 4-qubit。"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "source": [
    "# 定义计算保真度分布的函数\n",
    "def p_F_cel(n, d, s, b=50, draw=False):\n",
    "    f_list = list()\n",
    "    for index in range(int(s / 2)):\n",
    "        if 2 * index % 400 == 0:\n",
    "            print(\"   采样第 %d 个样本...\" % (2 * index))\n",
    "        cir1 = UAnsatz(n)\n",
    "        # 在 0 到 2 pi 间均匀采样参数 theta\n",
    "        theta1 = paddle.to_tensor(2 * np.pi * random(size=(d, n, 3)), dtype='float64')\n",
    "        # 作用 complex_entangled_layer 层\n",
    "        cir1.complex_entangled_layer(theta1, d, range(n))\n",
    "        # 输出态的态矢量\n",
    "        rho1 = cir1.run_state_vector()\n",
    "        cir2 = UAnsatz(n)\n",
    "        # 在 0 到 2 pi 间均匀采样参数 theta\n",
    "        theta2 = paddle.to_tensor(2 * np.pi * random(size=(d, n, 3)), dtype='float64')\n",
    "        # 作用 complex_entangled_layer 层\n",
    "        cir2.complex_entangled_layer(theta2, d, range(n))\n",
    "        # 输出态的态矢量\n",
    "        rho2 = cir2.run_state_vector()\n",
    "        # 计算保真度\n",
    "        f_list.append(abs(np.inner(rho1.numpy(), rho2.numpy().conj()))**2)\n",
    "    print(\"   采样完毕\")\n",
    "    f_list = np.array(f_list)\n",
    "    # 绘制概率分布图\n",
    "    if draw:\n",
    "        title_str = \"complex entangled layer, %d layer(s)\" % d\n",
    "        plot_hist(f_list, b, title_str)\n",
    "    distribution, _ = np.histogram(f_list, bins=np.linspace(0, 1, num=b), density=True)\n",
    "    return distribution\n",
    "\n",
    "\n",
    "# 设置电路宽度和最大深度\n",
    "num_qubit = 4\n",
    "max_depth = 3\n",
    "# 计算哈尔采样对应的保真度分布\n",
    "print(\"哈尔采样输出的保真度服从分布：\")\n",
    "p_haar_4qubit, theory_haar_4qubit = p_F_haar(num_qubit, num_sample, draw=True)\n",
    "Expr_cel = list()\n",
    "# 计算不同深度的神经网络的表达能力\n",
    "for DEPTH in range(1, max_depth + 1):\n",
    "    print(\"正在采样深度为 %d 的电路...\" % DEPTH)\n",
    "    p_cel = p_F_cel(num_qubit, DEPTH, num_sample, draw=True)\n",
    "    expr = entropy(p_cel, theory_haar_4qubit)\n",
    "    Expr_cel.append(expr)\n",
    "# 比较不同深度的神经网络的表达能力\n",
    "print(\"深度为 1,2,3 的神经网络的表达能力分别为\", np.around(Expr_cel, decimals=4))\n",
    "plt.plot(range(1, max_depth + 1), Expr_cel, marker='>')\n",
    "plt.xlabel(\"depth\")\n",
    "plt.yscale('log')\n",
    "plt.ylabel(\"Expr.\")\n",
    "plt.xticks(range(1, max_depth + 1))\n",
    "plt.title(\"Expressibility vs Circuit Depth\")\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "哈尔采样输出的保真度服从分布：\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "正在采样深度为 1 的电路...\n",
      "   采样第 0 个样本...\n",
      "   采样第 400 个样本...\n",
      "   采样第 800 个样本...\n",
      "   采样第 1200 个样本...\n",
      "   采样第 1600 个样本...\n",
      "   采样完毕\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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zmUmkFkjH/DhSsqi1vwMK03OBjzY0YDMzK8VXrJuZWWVOImZmVpmTiJmZVeYkYmZmlTmJmJlZZU4iZmZWmZOImZlV5iRiZmaVOYmYmVllTiJmZlaZk4iZmVXmJGJmZpU5iZiZWWVOImZmVpmTiJmZVeYkYmZmlTmJmJlZZU4iZmZWmZOImZlV5iRiZmaVOYmYmVllTiJmZlaZk4iZmVXmJGJmZpV1m0Qk3SvpWEmDeyMgMzNrH2VaIgcCGwD3SPqdpFGS1OS4zMysDXSbRCJiekR8F9gMuAy4CHha0g8krdXsAM3MbNlVakxE0pbAWcCPgT8AnwNeBm5uXmhmZras699dAUn3Ai8BFwInRsTredVdknZsYmxmZraM6zaJAJ+LiBm1VkTEfg2Ox8zM2kiZ7qwjJK3ZMSNpsKT/07yQzMysXZRJIp+JiJc6ZiJiAbBHdxtJWknS3ZL+KukRST/IyzeWdJek6ZKukLRine1PymWekDQqLxsi6XZJD0vat1D2GkkblKiLmZk1UJkk0k/SwI4ZSSsDA7so3+F1YKeI2Ar4ELC7pB2AM4GzI2ITYAEwtvOGkrYADgI+AOwO/FJSP+Bg4DxgO+BruezewP0R8WyJmMzMrIHKJJHfAjdJGitpLDAFuKS7jSL5e54dkB8B7ARclZdfAuxbY/PRwO8i4vWIeAqYTkocbwKDSEnsLUn9ScnkRyXqYWZmDVbmOpEzgXHA5vlxekSU+tCW1E/SA8BcUvJ5EngpIhblIrOAoTU2HQo8U5jvKHcZKcFMAX4IHANcGhGvdhPHkZKmSpo6b968MqGbmVkJZc7OIiKuB65f2p1HxFvAh/LA/ETg/Uu7j077WwjsCWmAHzgR+Kyk84HBwFkRcUeN7cYD4wFGjhwZPYnBzMzeUebeWftJmiZpoaSXJb0i6eWlOUgemL8F+AiwZu6GAhgGzK6xyWxgeGG+VrmTSS2kg4HbgTHAqUsTl5mZ9UyZMZEfAftExBoRsXpErBYRq3e3UT6Tas08vTKwK/AYKZnsn4uNAa6psfkk4CBJAyVtDGwK3F3Y96bAsIi4lTRGspg03rJyifqYmVmDlEkiz0fEYxX2vT5wi6QHgXuAKRFxLfBt4OuSpgNrk66ER9I+kk4DiIhHgCuBR4EbgGNz11iHccB38/TlwNH5GOdUiNPMzCoqMyYyVdIVwB9Jp+0CEBFXd7VRRDwIbF1j+QzSmVadl08itUA65seRkkWtfR9QmJ4LfLS7SpiZWeOVSSKrA68CuxWWBdBlEjEzs+Vft0kkIr7YG4GYmVn7KXN21maSbpL0cJ7fUtL3mh+amZkt68oMrJ8PnES6WrxjrOOgZgZlZmbtoUwSGRQRd3datqhmSTMz61PKJJEXJP0LaTAdSfsDc5oalZmZtYUyZ2cdS7plyPslzQaeAr7Q1KjMzKwtlDk7awawi6RVgBUi4pXmh2VmZu2gzG+sf7/TPAARcVqTYjIzszZRpjvrH4XplYC9SPfAMjOzPq5Md9ZZxXlJPwEmNy0iMzNrG2XOzupsEOnW7GZm1seVGRN5iHx6L9APGAJ4PMTMzEqNiexVmF5EujW8LzY0M7NSSaTzKb2rd5yhBRAR8xsakZmZtY0ySeQ+0k/VLgAErAn8La8L4L1NiczMzJZ5ZQbWpwB7R8Q6EbE2qXvrxojYOCKcQMzM+rAySWSHiLiuYyYirse/JGhmZpTrzno2/37Ib/L8IcCzzQvJzMzaRZmWyMGk03onkn4Sd0heZmZmfVyZK9bnA8dJWiUi/tFdeTMz6zvK/DzuRyU9Sr5flqStJP2y6ZGZmdkyr0x31tnAKOBFgIj4K/CJZgZlZmbtodS9syLimU6L3mpCLGZm1mbKnJ31jKSPAiFpAHAcvhW8mZlRriVyFOkncocCs4EP5XkzM+vjumyJSOoHnBMRh/RSPGZm1ka6bIlExFvARpJW7KV4zMysjZQZE5kB/FnSJAo/lRsRP21aVGZm1hbqtkQkXZon9wGuzWVXKzzMzKyP66olsq2kDUi3ff/PXorHzMzaSFdjIucBNwGbAVMLj3vz3y5JGi7pFkmPSnpE0nF5+VqSpkialv8OrrP9mFxmmqQxedlASTdIeljSMYWy4yVtU7bSZmbWGHWTSEScGxGbA/83It5beJT9HZFFwAkRsQWwA3CspC2AE4GbImJTUpI6sfOGktYCTgG2B7YDTsnJZhRwO7AlcGguuxXQLyLuK19tMzNrhG6vE4mIo6vsOCLmdHywR8QrpAsUhwKjgUtysUuAfWtsPgqYEhHzI2IB6YexdgfeBAYBA0i/sghwOnBylRjNzKxnSt32pKckjQC2Bu4C1ouIOXnVc8B6NTYZChRvtTIrL5sCjADuBM6VtA9wX0T4903MzFqgzCm+PSJpVeAPwNci4mVJb6+LiJAUZfcVEYuAz+f9DgAmA6Ml/RTYEJgQEZNqxHAkcCTAhhtu2IPamJlZUVNbIvmD/g/AbyPi6rz4eUnr5/XrA3NrbDobGF6YH5aXFR0DTCCNtywEDgROqBVHRIyPiJERMXLIkCFVq2NmZp00LYkoNTkuBB7rdGHiJGBMnh4DXFNj88nAbpIG5wH13fKyjn0PBvYiJZFBwGIggJUbXQ8zM6uvmS2RHUlnUO0k6YH82AM4A9hV0jRglzyPpJGSLoC3f03xdOCe/DgtL+vwfWBcRCwmJZePAw8Bl2JmZr2maWMiEXE775xB1dnONcpPBY4ozF8EXFRn38cXpl8jtVTMzKyX9crZWWZmtnxyEjEzs8qcRMzMrDInETMzq8xJxMzMKnMSMTOzypxEzMysMicRMzOrzEnEzMwqcxIxM7PKnETMzKwyJxEzM6vMScTMzCpzEjEzs8qcRMzMrDInETMzq8xJxMzMKnMSMTOzypxEzMysMicRMzOrzEnEzMwqcxIxM7PKnETMzKwyJxEzM6vMScTMzCrr3+oAlgczZjzJNtvs/a7lI0asy9VXX9iCiMzMeoeTSAO88QYMHfpf71o+c+a7E4uZ2fLE3VlmZlaZk4iZmVXmJGJmZpU5iZiZWWVOImZmVlnTkoikiyTNlfRwYdlakqZImpb/Dq6z7ZhcZpqkMXnZQEk3SHpY0jGFsuMlbdOsepiZWX3NbIlcDOzeadmJwE0RsSlwU55fgqS1gFOA7YHtgFNyshkF3A5sCRyay24F9IuI+5pUBzMz60LTkkhE3AbM77R4NHBJnr4E2LfGpqOAKRExPyIWAFNIyehNYBAwAFAuezpwcmMjNzOzsnp7TGS9iJiTp58D1qtRZijwTGF+Vl42BRgB3AmcK2kf4L6IeLa7g0o6UtJUSVPnzZvXk/jNzKygZVesR0RIiqUovwj4PICkAcBkYLSknwIbAhMiYlKdbccD4wFGjhxZ+phmZta13m6JPC9pfYD8d26NMrOB4YX5YXlZ0THABGAHYCFwIHBCw6M1M7Mu9XYSmQSMydNjgGtqlJkM7CZpcB5Q3y0vAyAv24uURAYBi4EAVm5i3GZmVkMzT/G9HLgDeJ+kWZLGAmcAu0qaBuyS55E0UtIFABExnzRgfk9+nJaXdfg+MC4iFpOSy8eBh4BLm1UXMzOrrWljIhFxcJ1VO9coOxU4ojB/EXBRnf0eX5h+jdRSMTOzFvAV62ZmVpmTiJmZVeYkYmZmlTmJmJlZZf553Caq99vr4N9fN7Plg5NIE9X77XXw76+b2fLB3VlmZlaZk4iZmVXmJGJmZpV5TKRF6g26e8DdzNqJk0iL1Bt094C7mbUTd2eZmVllTiJmZlaZk4iZmVXmJGJmZpU5iZiZWWVOImZmVpmTiJmZVeYkYmZmlTmJmJlZZb5ifRnj26GYWTtxElnG+HYoZtZO3J1lZmaVuSXSJtzNZWbLIieRNuFuLjNbFjmJLKf2228sM2fOrbnOrRczaxQnkTZXr5trxoyn+fjHH6y5jVsvZtYoTiJtrl431+OPb9GCaMysr3ES6YPqtV6ee24W73nPsHctr9f9Va/LzN1lZn2Hk0gf1FXrZdttyw/ez5w514P9Zn2ck4h1q6txl6FDy5cHt3bMljctSSKSdgfOAfoBF0TEGZ3WDwQmANsCLwIHRsRMSTsCvwLeAA6OiGmS1gSuBHaPiMW9WI0+Y2nHXeqV79im2a2dpU08vZGonAxtedXrSURSP+AXwK7ALOAeSZMi4tFCsbHAgojYRNJBwJnAgcAJwB7ACOCoPP894IdOIO2tka2demem3XzzFkt1Jlsju+Xc9WfLq1a0RLYDpkfEDABJvwNGA8UkMho4NU9fBfxckoA3gUH58aakfwGGR8StvRO6NUujWzuNOMbSnoDQ1bp6yXBpdXX9T71jL20XYiO1spXXynr3JYqI3j2gtD+p6+mIPH8osH1EfLlQ5uFcZlaefxLYHhgGnAf8EzgU+AlwckRM6+aYRwJH5tn3AU9UDH8d4IWK27Yr17lv6Gt17mv1hZ7XeaOIGNJ5YVsNrEfEA8AOAJI+AcxJk7qC1Eo5ISKer7HdeGB8T48vaWpEjOzpftqJ69w39LU697X6QvPq3Iq7+M4Ghhfmh+VlNctI6g+sQRpgJy8TaSzkdOAU4FvA+cBXmxa1mZm9SyuSyD3AppI2lrQicBAwqVOZScCYPL0/cHMs2e92GHBdRMwnjY8szo9BTY3czMyW0OvdWRGxSNKXgcmkU3wviohHJJ0GTI2IScCFwKWSpgPzSYkGAEmDgMOB3fKinwLXkU77/XyTw+9xl1gbcp37hr5W575WX2hSnXt9YN3MzJYf/mVDMzOrzEnEzMwqcxKpQdLukp6QNF3SiTXWD5R0RV5/l6QRLQizYUrU9+uSHpX0oKSbJG3Uijgbqbs6F8r9m6SQ1Pang5aps6QD8mv9iKTLejvGRivx3t5Q0i2S7s/v7z1aEWejSLpI0tx8rV2t9ZJ0bn4+HpS0TY8PGhF+FB6kwf4ngfcCKwJ/BbboVOYY4Lw8fRBwRavjbnJ9Pw0MytNHt3N9y9Y5l1sNuA24ExjZ6rh74XXeFLgfGJzn12113L1Q5/HA0Xl6C2Bmq+PuYZ0/AWwDPFxn/R7A9YBI19zd1dNjuiXybm/fliUi3gA6bstSNBq4JE9fBeycr11pR93WNyJuiYhX8+ydpGt72lmZ1xjSdUhnAq/1ZnBNUqbO/w78IiIWAERE7furtI8ydQ5g9Ty9BvBsL8bXcBFxG+mM1npGAxMiuRNYU9L6PTmmk8i7DQWeKczPystqlomIRcBCYO1eia7xytS3aCzpm0w767bOuZk/PCL+1JuBNVGZ13kzYDNJf5Z0Z77bdjsrU+dTgS9ImkW6VOArvRNayyzt/3u32uq2J9Zakr4AjAQ+2epYmknSCqTrjw5vcSi9rT+pS+tTpNbmbZL+NSJeamVQTXYwcHFEnCXpI6Tr0z4Yvit4aW6JvFuPb8vSZsrUF0m7AN8F9omI13sptmbprs6rAR8EbpU0k9R3PKnNB9fLvM6zgEkR8WZEPAX8LymptKsydR5L+j0iIuIOYCXSjQqXV6X+35eGk8i7NeK2LO2k2/pK2hr4NSmBtHs/OXRT54hYGBHrRMSIiBhBGgfaJyKmtibchijzvv4jqRWCpHVI3VszejHGRitT578BOwNI2pyUROb1apS9axJwWD5LawdgYUTM6ckO3Z3VSfTwtiztpmR9fwysCvw+nz/wt4jYp2VB91DJOi9XStZ5MrCbpEeBt4BvRkS7trDL1vkE4HxJx5MG2Q9v4y+ESLqc9EVgnTzOcwowACAiziON++wBTAdeBb7Y42O28fNlZmYt5u4sMzOrzEnEzMwqcxIxM7PKnETMzKwyJxEzM6vMScSsASS9JemBwmOEpL/UKXuxpP272d/bZSRdIGmLPP2dxkdvVp2vEzFrjH9GxIc6LftoI3YcEUcUZr8D/LAR+zVrBCcRsyaR9PeIWDXf4fk/gV1JN797o1BmW9J9ulYFXiBd7Dan035uBb5BujvCypIeAB4h3eZ8fkT8LJcbB8yNiHOaWzOzd7g7y6wxVi50ZU3stO6zwPtIv1dxGLmFImkAKbnsHxHbAhcB4+odICJOJLd4IuKQXP6wvK8VSHdO+E1jq2XWNbdEzBqjVndWh08Al0fEW8Czkm7Oy99HutHjlHw7mX5A6fsYRcRMSS/me5utB9zfzrcpsfbkJGLWOgIeiYiP9GAfF5BuWf8eUsvErFe5O8us+W4DDpTUL/+K3Kfz8ieAIfl3LJA0QNIHutnXm7kbrMNEYHfgw6QbDZr1KrdEzJpvIrAT8Cjp1uN3AETEG/k03nMlrUH6f/wZadC8nvHAg5Lui4hD8j5uAV7K3WVmvcp38TVrY3lA/T7gcxExrdXxWN/j7iyzNpUvQJwO3OQEYq3iloiZmVXmloiZmVXmJGJmZpU5iZiZWWVOImZmVpmTiJmZVfb/AaqL9UTHgWYsAAAAAElFTkSuQmCC"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "正在采样深度为 2 的电路...\n",
      "   采样第 0 个样本...\n",
      "   采样第 400 个样本...\n",
      "   采样第 800 个样本...\n",
      "   采样第 1200 个样本...\n",
      "   采样第 1600 个样本...\n",
      "   采样完毕\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "正在采样深度为 3 的电路...\n",
      "   采样第 0 个样本...\n",
      "   采样第 400 个样本...\n",
      "   采样第 800 个样本...\n",
      "   采样第 1200 个样本...\n",
      "   采样第 1600 个样本...\n",
      "   采样完毕\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {
      "needs_background": "light"
     }
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "深度为 1,2,3 的神经网络的表达能力分别为 [0.3046 0.0175 0.0094]\n"
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ],
      "image/png": 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"
     },
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      "needs_background": "light"
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    }
   ],
   "metadata": {
    "scrolled": true
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "可见随着电路深度的增加，量子神经网络的表达能力也在逐渐增强。感兴趣的读者不妨自己动手尝试一下其他量桨内置拟设的表达能力计算，以及比较不同拟设之间表达能力的差别。"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "_______\n",
    "\n",
    "## 参考文献\n",
    "\n",
    "[1] Nielsen, Michael A., and Isaac L. Chuang. \"Quantum Computation and Quantum Information.\" Cambridge University Press, 2010.\n",
    "\n",
    "[2] Sim, Sukin, Peter D. Johnson, and Alán Aspuru‐Guzik. \"Expressibility and entangling capability of parameterized quantum circuits for hybrid quantum‐classical algorithms.\" [Advanced Quantum Technologies 2.12 (2019): 1900070](https://onlinelibrary.wiley.com/doi/abs/10.1002/qute.201900070)."
   ],
   "metadata": {}
  }
 ],
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